Dataset statistics
| Number of variables | 145 |
|---|---|
| Number of observations | 2260668 |
| Missing cells | 79651908 |
| Missing cells (%) | 24.3% |
| Total size in memory | 2.4 GiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Numeric | 105 |
|---|---|
| Categorical | 36 |
| Unsupported | 3 |
| Boolean | 1 |
deferral_term has constant value "3.0" | Constant |
hardship_length has constant value "3.0" | Constant |
policy_code has constant value "True" | Constant |
addr_state has a high cardinality: 51 distinct values | High cardinality |
debt_settlement_flag_date has a high cardinality: 83 distinct values | High cardinality |
desc has a high cardinality: 124486 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 755 distinct values | High cardinality |
emp_title has a high cardinality: 483752 distinct values | High cardinality |
issue_d has a high cardinality: 139 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 141 distinct values | High cardinality |
last_pymnt_d has a high cardinality: 136 distinct values | High cardinality |
next_pymnt_d has a high cardinality: 106 distinct values | High cardinality |
sec_app_earliest_cr_line has a high cardinality: 664 distinct values | High cardinality |
settlement_date has a high cardinality: 90 distinct values | High cardinality |
title has a high cardinality: 61465 distinct values | High cardinality |
zip_code has a high cardinality: 957 distinct values | High cardinality |
application_type is highly imbalanced (69.9%) | Imbalance |
debt_settlement_flag is highly imbalanced (89.0%) | Imbalance |
debt_settlement_flag_date is highly imbalanced (97.1%) | Imbalance |
desc is highly imbalanced (90.4%) | Imbalance |
disbursement_method is highly imbalanced (78.3%) | Imbalance |
hardship_end_date is highly imbalanced (98.6%) | Imbalance |
hardship_flag is highly imbalanced (99.5%) | Imbalance |
hardship_loan_status is highly imbalanced (97.9%) | Imbalance |
hardship_reason is highly imbalanced (98.3%) | Imbalance |
hardship_start_date is highly imbalanced (98.6%) | Imbalance |
hardship_status is highly imbalanced (97.5%) | Imbalance |
hardship_type is highly imbalanced (95.5%) | Imbalance |
last_credit_pull_d is highly imbalanced (59.1%) | Imbalance |
loan_status is highly imbalanced (51.8%) | Imbalance |
next_pymnt_d is highly imbalanced (85.1%) | Imbalance |
payment_plan_start_date is highly imbalanced (98.6%) | Imbalance |
pymnt_plan is highly imbalanced (99.6%) | Imbalance |
sec_app_earliest_cr_line is highly imbalanced (92.8%) | Imbalance |
settlement_date is highly imbalanced (97.0%) | Imbalance |
settlement_status is highly imbalanced (93.2%) | Imbalance |
title is highly imbalanced (79.3%) | Imbalance |
verification_status_joint is highly imbalanced (81.6%) | Imbalance |
acc_open_past_24mths has 50030 (2.2%) missing values | Missing |
all_util has 866348 (38.3%) missing values | Missing |
annual_inc_joint has 2139958 (94.7%) missing values | Missing |
avg_cur_bal has 70346 (3.1%) missing values | Missing |
bc_open_to_buy has 74935 (3.3%) missing values | Missing |
bc_util has 76071 (3.4%) missing values | Missing |
debt_settlement_flag_date has 92352 (4.1%) missing values | Missing |
deferral_term has 2250055 (99.5%) missing values | Missing |
desc has 549383 (24.3%) missing values | Missing |
dti_joint has 2139962 (94.7%) missing values | Missing |
hardship_amount has 2250055 (99.5%) missing values | Missing |
hardship_dpd has 2250055 (99.5%) missing values | Missing |
hardship_end_date has 95321 (4.2%) missing values | Missing |
hardship_last_payment_amount has 2250055 (99.5%) missing values | Missing |
hardship_length has 2250055 (99.5%) missing values | Missing |
hardship_loan_status has 95321 (4.2%) missing values | Missing |
hardship_payoff_balance_amount has 2250055 (99.5%) missing values | Missing |
hardship_reason has 95321 (4.2%) missing values | Missing |
hardship_start_date has 95321 (4.2%) missing values | Missing |
hardship_status has 95321 (4.2%) missing values | Missing |
hardship_type has 95321 (4.2%) missing values | Missing |
id has 2260668 (100.0%) missing values | Missing |
il_util has 1068850 (47.3%) missing values | Missing |
inq_fi has 866129 (38.3%) missing values | Missing |
inq_last_12m has 866130 (38.3%) missing values | Missing |
max_bal_bc has 866129 (38.3%) missing values | Missing |
member_id has 2260668 (100.0%) missing values | Missing |
mo_sin_old_il_acct has 139071 (6.2%) missing values | Missing |
mo_sin_old_rev_tl_op has 70277 (3.1%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 70277 (3.1%) missing values | Missing |
mo_sin_rcnt_tl has 70276 (3.1%) missing values | Missing |
mort_acc has 50030 (2.2%) missing values | Missing |
mths_since_last_delinq has 1158502 (51.2%) missing values | Missing |
mths_since_last_major_derog has 1679893 (74.3%) missing values | Missing |
mths_since_last_record has 1901512 (84.1%) missing values | Missing |
mths_since_rcnt_il has 909924 (40.3%) missing values | Missing |
mths_since_recent_bc has 73412 (3.2%) missing values | Missing |
mths_since_recent_bc_dlq has 1740967 (77.0%) missing values | Missing |
mths_since_recent_inq has 295435 (13.1%) missing values | Missing |
mths_since_recent_revol_delinq has 1520309 (67.3%) missing values | Missing |
num_accts_ever_120_pd has 70276 (3.1%) missing values | Missing |
num_actv_bc_tl has 70276 (3.1%) missing values | Missing |
num_actv_rev_tl has 70276 (3.1%) missing values | Missing |
num_bc_sats has 58590 (2.6%) missing values | Missing |
num_bc_tl has 70276 (3.1%) missing values | Missing |
num_il_tl has 70276 (3.1%) missing values | Missing |
num_op_rev_tl has 70276 (3.1%) missing values | Missing |
num_rev_accts has 70277 (3.1%) missing values | Missing |
num_rev_tl_bal_gt_0 has 70276 (3.1%) missing values | Missing |
num_sats has 58590 (2.6%) missing values | Missing |
num_tl_120dpd_2m has 153657 (6.8%) missing values | Missing |
num_tl_30dpd has 70276 (3.1%) missing values | Missing |
num_tl_90g_dpd_24m has 70276 (3.1%) missing values | Missing |
num_tl_op_past_12m has 70276 (3.1%) missing values | Missing |
open_acc_6m has 866130 (38.3%) missing values | Missing |
open_act_il has 866129 (38.3%) missing values | Missing |
open_il_12m has 866129 (38.3%) missing values | Missing |
open_il_24m has 866129 (38.3%) missing values | Missing |
open_rv_12m has 866129 (38.3%) missing values | Missing |
open_rv_24m has 866129 (38.3%) missing values | Missing |
orig_projected_additional_accrued_interest has 2252242 (99.6%) missing values | Missing |
payment_plan_start_date has 95321 (4.2%) missing values | Missing |
pct_tl_nvr_dlq has 70431 (3.1%) missing values | Missing |
percent_bc_gt_75 has 75379 (3.3%) missing values | Missing |
revol_bal_joint has 2152648 (95.2%) missing values | Missing |
sec_app_chargeoff_within_12_mths has 2152647 (95.2%) missing values | Missing |
sec_app_collections_12_mths_ex_med has 2152647 (95.2%) missing values | Missing |
sec_app_inq_last_6mths has 2152647 (95.2%) missing values | Missing |
sec_app_mort_acc has 2152647 (95.2%) missing values | Missing |
sec_app_mths_since_last_major_derog has 2224726 (98.4%) missing values | Missing |
sec_app_num_rev_accts has 2152647 (95.2%) missing values | Missing |
sec_app_open_acc has 2152647 (95.2%) missing values | Missing |
sec_app_open_act_il has 2152647 (95.2%) missing values | Missing |
sec_app_revol_util has 2154484 (95.3%) missing values | Missing |
settlement_amount has 2227612 (98.5%) missing values | Missing |
settlement_date has 92352 (4.1%) missing values | Missing |
settlement_percentage has 2227612 (98.5%) missing values | Missing |
settlement_status has 92352 (4.1%) missing values | Missing |
settlement_term has 2227612 (98.5%) missing values | Missing |
tot_coll_amt has 70276 (3.1%) missing values | Missing |
tot_cur_bal has 70276 (3.1%) missing values | Missing |
tot_hi_cred_lim has 70276 (3.1%) missing values | Missing |
total_bal_ex_mort has 50030 (2.2%) missing values | Missing |
total_bal_il has 866129 (38.3%) missing values | Missing |
total_bc_limit has 50030 (2.2%) missing values | Missing |
total_cu_tl has 866130 (38.3%) missing values | Missing |
total_il_high_credit_limit has 70276 (3.1%) missing values | Missing |
total_rev_hi_lim has 70276 (3.1%) missing values | Missing |
url has 2260668 (100.0%) missing values | Missing |
acc_now_delinq is highly skewed (γ1 = 22.90797767) | Skewed |
annual_inc is highly skewed (γ1 = 493.8860884) | Skewed |
annual_inc_joint is highly skewed (γ1 = 21.7445355) | Skewed |
delinq_amnt is highly skewed (γ1 = 102.6547743) | Skewed |
dti is highly skewed (γ1 = 29.20185447) | Skewed |
num_tl_120dpd_2m is highly skewed (γ1 = 55.80984712) | Skewed |
num_tl_30dpd is highly skewed (γ1 = 22.51746312) | Skewed |
sec_app_chargeoff_within_12_mths is highly skewed (γ1 = 20.27699345) | Skewed |
tax_liens is highly skewed (γ1 = 32.07091145) | Skewed |
tot_coll_amt is highly skewed (γ1 = 852.0101323) | Skewed |
total_rec_late_fee is highly skewed (γ1 = 21.84586707) | Skewed |
total_rev_hi_lim is highly skewed (γ1 = 32.55742738) | Skewed |
id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
member_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
url is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
acc_now_delinq has 2251857 (99.6%) zeros | Zeros |
acc_open_past_24mths has 100270 (4.4%) zeros | Zeros |
bc_open_to_buy has 30767 (1.4%) zeros | Zeros |
bc_util has 27885 (1.2%) zeros | Zeros |
chargeoff_within_12_mths has 2243339 (99.2%) zeros | Zeros |
collection_recovery_fee has 2091587 (92.5%) zeros | Zeros |
collections_12_mths_ex_med has 2223085 (98.3%) zeros | Zeros |
delinq_2yrs has 1839108 (81.4%) zeros | Zeros |
delinq_amnt has 2253465 (99.7%) zeros | Zeros |
inq_fi has 697142 (30.8%) zeros | Zeros |
inq_last_12m has 400090 (17.7%) zeros | Zeros |
inq_last_6mths has 1381722 (61.1%) zeros | Zeros |
max_bal_bc has 35917 (1.6%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 33747 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 34923 (1.5%) zeros | Zeros |
mort_acc has 929606 (41.1%) zeros | Zeros |
mths_since_recent_inq has 168927 (7.5%) zeros | Zeros |
num_accts_ever_120_pd has 1687416 (74.6%) zeros | Zeros |
num_actv_bc_tl has 50061 (2.2%) zeros | Zeros |
num_bc_sats has 23661 (1.0%) zeros | Zeros |
num_il_tl has 68944 (3.0%) zeros | Zeros |
num_tl_120dpd_2m has 2105738 (93.1%) zeros | Zeros |
num_tl_30dpd has 2184561 (96.6%) zeros | Zeros |
num_tl_90g_dpd_24m has 2073060 (91.7%) zeros | Zeros |
num_tl_op_past_12m has 415975 (18.4%) zeros | Zeros |
open_acc_6m has 627966 (27.8%) zeros | Zeros |
open_act_il has 165848 (7.3%) zeros | Zeros |
open_il_12m has 760254 (33.6%) zeros | Zeros |
open_il_24m has 377489 (16.7%) zeros | Zeros |
open_rv_12m has 513716 (22.7%) zeros | Zeros |
open_rv_24m has 223783 (9.9%) zeros | Zeros |
out_prncp has 1312200 (58.0%) zeros | Zeros |
out_prncp_inv has 1312200 (58.0%) zeros | Zeros |
percent_bc_gt_75 has 598711 (26.5%) zeros | Zeros |
pub_rec has 1902758 (84.2%) zeros | Zeros |
pub_rec_bankruptcies has 1987383 (87.9%) zeros | Zeros |
recoveries has 2083167 (92.1%) zeros | Zeros |
sec_app_chargeoff_within_12_mths has 105117 (4.6%) zeros | Zeros |
sec_app_collections_12_mths_ex_med has 101793 (4.5%) zeros | Zeros |
sec_app_inq_last_6mths has 65252 (2.9%) zeros | Zeros |
sec_app_mort_acc has 42218 (1.9%) zeros | Zeros |
tax_liens has 2195933 (97.1%) zeros | Zeros |
tot_coll_amt has 1856129 (82.1%) zeros | Zeros |
total_bal_il has 158666 (7.0%) zeros | Zeros |
total_bc_limit has 25349 (1.1%) zeros | Zeros |
total_cu_tl has 753128 (33.3%) zeros | Zeros |
total_il_high_credit_limit has 263497 (11.7%) zeros | Zeros |
total_rec_late_fee has 2176107 (96.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-17 02:54:08.491947 |
|---|---|
| Analysis finished | 2023-04-17 02:54:34.182919 |
| Duration | 25.69 seconds |
| Software version | pandas-profiling vv3.6.1 |
| Download configuration | config.json |
acc_now_delinq
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004147942241 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 2251857 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.06961656266 |
|---|---|
| Coefficient of variation (CV) | 16.78339731 |
| Kurtosis | 1256.702032 |
| Mean | 0.004147942241 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.90797767 |
| Sum | 9377 |
| Variance | 0.004846465797 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2251857 | |
| 1 | 8293 | 0.4% |
| 2 | 421 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 29 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2251857 | |
| 1 | 8293 | 0.4% |
| 2 | 421 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 11 |
acc_open_past_24mths
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50030 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.521655739 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 100270 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.164229436 |
|---|---|
| Coefficient of variation (CV) | 0.6997944157 |
| Kurtosis | 4.374804415 |
| Mean | 4.521655739 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.402234451 |
| Sum | 9995744 |
| Variance | 10.01234792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 331293 | |
| 4 | 307313 | |
| 2 | 305502 | |
| 5 | 258117 | |
| 1 | 222952 | |
| 6 | 201931 | |
| 7 | 149447 | |
| 8 | 106194 | 4.7% |
| 0 | 100270 | 4.4% |
| 9 | 73503 | 3.3% |
| Other values (47) | 154116 |
| Value | Count | Frequency (%) |
| 0 | 100270 | 4.4% |
| 1 | 222952 | |
| 2 | 305502 | |
| 3 | 331293 | |
| 4 | 307313 |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54 | 3 |
addr_state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| CA | |
|---|---|
| NY | |
| TX | |
| FL | |
| IL | 91173 |
| Other values (46) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NY |
|---|---|
| 2nd row | LA |
| 3rd row | MI |
| 4th row | WA |
| 5th row | MD |
Common Values
| Value | Count | Frequency (%) |
| CA | 314533 | 13.9% |
| NY | 186389 | 8.2% |
| TX | 186335 | 8.2% |
| FL | 161991 | 7.2% |
| IL | 91173 | 4.0% |
| NJ | 83132 | 3.7% |
| PA | 76939 | 3.4% |
| OH | 75132 | 3.3% |
| GA | 74196 | 3.3% |
| VA | 62954 | 2.8% |
| Other values (41) | 947894 |
all_util
Real number (ℝ)
| Distinct | 188 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866348 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.03229531 |
| Minimum | 0 |
|---|---|
| Maximum | 239 |
| Zeros | 2873 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 43 |
| median | 58 |
| Q3 | 72 |
| 95-th percentile | 90 |
| Maximum | 239 |
| Range | 239 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.9047476 |
|---|---|
| Coefficient of variation (CV) | 0.3665422807 |
| Kurtosis | -0.07732273667 |
| Mean | 57.03229531 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.1233140004 |
| Sum | 79521270 |
| Variance | 437.0084721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 26677 | 1.2% |
| 60 | 26674 | 1.2% |
| 61 | 26475 | 1.2% |
| 62 | 26330 | 1.2% |
| 63 | 26295 | 1.2% |
| 58 | 26105 | 1.2% |
| 64 | 26010 | 1.2% |
| 57 | 25934 | 1.1% |
| 65 | 25763 | 1.1% |
| 55 | 25429 | 1.1% |
| Other values (178) | 1132628 | |
| (Missing) | 866348 |
| Value | Count | Frequency (%) |
| 0 | 2873 | |
| 1 | 1720 | |
| 2 | 1594 | |
| 3 | 1676 | |
| 4 | 1706 |
| Value | Count | Frequency (%) |
| 239 | 1 | |
| 211 | 1 | |
| 210 | 1 | |
| 204 | 1 | |
| 198 | 1 |
annual_inc
Real number (ℝ)
| Distinct | 89368 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77992.42869 |
| Minimum | 0 |
|---|---|
| Maximum | 110000000 |
| Zeros | 1667 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27600 |
| Q1 | 46000 |
| median | 65000 |
| Q3 | 93000 |
| 95-th percentile | 160000 |
| Maximum | 110000000 |
| Range | 110000000 |
| Interquartile range (IQR) | 47000 |
Descriptive statistics
| Standard deviation | 112696.1996 |
|---|---|
| Coefficient of variation (CV) | 1.444963331 |
| Kurtosis | 439001.6589 |
| Mean | 77992.42869 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 493.8860884 |
| Sum | 1.763146758 × 1011 |
| Variance | 1.27004334 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 87189 | 3.9% |
| 50000 | 76355 | 3.4% |
| 65000 | 64903 | 2.9% |
| 70000 | 62078 | 2.7% |
| 80000 | 59833 | 2.6% |
| 40000 | 59684 | 2.6% |
| 75000 | 58459 | 2.6% |
| 45000 | 54534 | 2.4% |
| 55000 | 51583 | 2.3% |
| 100000 | 46977 | 2.1% |
| Other values (89358) | 1639069 |
| Value | Count | Frequency (%) |
| 0 | 1667 | |
| 0.36 | 1 | < 0.1% |
| 1 | 42 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9930475 | 1 | |
| 9757200 | 1 |
annual_inc_joint
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 17633 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 2139958 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123624.6367 |
| Minimum | 5693.51 |
|---|---|
| Maximum | 7874821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 5693.51 |
|---|---|
| 5-th percentile | 53310.093 |
| Q1 | 83400 |
| median | 110000 |
| Q3 | 147995 |
| 95-th percentile | 230975 |
| Maximum | 7874821 |
| Range | 7869127.49 |
| Interquartile range (IQR) | 64595 |
Descriptive statistics
| Standard deviation | 74161.34633 |
|---|---|
| Coefficient of variation (CV) | 0.5998913186 |
| Kurtosis | 1741.838783 |
| Mean | 123624.6367 |
| Median Absolute Deviation (MAD) | 30000 |
| Skewness | 21.7445355 |
| Sum | 1.49227299 × 1010 |
| Variance | 5499905289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100000 | 2150 | 0.1% |
| 120000 | 2057 | 0.1% |
| 110000 | 2053 | 0.1% |
| 90000 | 1874 | 0.1% |
| 130000 | 1788 | 0.1% |
| 80000 | 1650 | 0.1% |
| 105000 | 1550 | 0.1% |
| 140000 | 1529 | 0.1% |
| 150000 | 1460 | 0.1% |
| 115000 | 1460 | 0.1% |
| Other values (17623) | 103139 | 4.6% |
| (Missing) | 2139958 |
| Value | Count | Frequency (%) |
| 5693.51 | 1 | |
| 9000 | 1 | |
| 11000 | 1 | |
| 12500 | 1 | |
| 13464 | 1 |
| Value | Count | Frequency (%) |
| 7874821 | 1 | |
| 6282000 | 1 | |
| 5653500 | 1 | |
| 4200000 | 1 | |
| 2000000 | 1 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Individual | |
|---|---|
| Joint App | 120710 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 2139958 | |
| Joint App | 120710 | 5.3% |
Common Values (Plot)
avg_cur_bal
Real number (ℝ)
| Distinct | 88597 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 70346 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13547.79751 |
| Minimum | 0 |
|---|---|
| Maximum | 958084 |
| Zeros | 906 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1072 |
| Q1 | 3080 |
| median | 7335 |
| Q3 | 18783 |
| 95-th percentile | 43578 |
| Maximum | 958084 |
| Range | 958084 |
| Interquartile range (IQR) | 15703 |
Descriptive statistics
| Standard deviation | 16474.07501 |
|---|---|
| Coefficient of variation (CV) | 1.215996548 |
| Kurtosis | 44.16460012 |
| Mean | 13547.79751 |
| Median Absolute Deviation (MAD) | 5369 |
| Skewness | 3.868891119 |
| Sum | 2.967403894 × 1010 |
| Variance | 271395147.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 906 | < 0.1% |
| 2442 | 273 | < 0.1% |
| 2277 | 271 | < 0.1% |
| 1971 | 268 | < 0.1% |
| 2522 | 267 | < 0.1% |
| 1967 | 267 | < 0.1% |
| 2025 | 266 | < 0.1% |
| 2148 | 266 | < 0.1% |
| 2831 | 265 | < 0.1% |
| 2286 | 265 | < 0.1% |
| Other values (88587) | 2187008 | |
| (Missing) | 70346 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 906 | |
| 1 | 67 | < 0.1% |
| 2 | 59 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 38 | < 0.1% |
| Value | Count | Frequency (%) |
| 958084 | 1 | |
| 800008 | 1 | |
| 752994 | 1 | |
| 710392 | 1 | |
| 646339 | 1 |
bc_open_to_buy
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 91500 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 74935 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11394.26269 |
| Minimum | 0 |
|---|---|
| Maximum | 711140 |
| Zeros | 30767 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 162 |
| Q1 | 1722 |
| median | 5442 |
| Q3 | 14187 |
| 95-th percentile | 42800 |
| Maximum | 711140 |
| Range | 711140 |
| Interquartile range (IQR) | 12465 |
Descriptive statistics
| Standard deviation | 16599.5344 |
|---|---|
| Coefficient of variation (CV) | 1.456832693 |
| Kurtosis | 27.09912245 |
| Mean | 11394.26269 |
| Median Absolute Deviation (MAD) | 4567 |
| Skewness | 3.737088307 |
| Sum | 2.490481597 × 1010 |
| Variance | 275544542.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30767 | 1.4% |
| 500 | 1954 | 0.1% |
| 2000 | 1908 | 0.1% |
| 1000 | 1709 | 0.1% |
| 3000 | 1580 | 0.1% |
| 2500 | 1395 | 0.1% |
| 5000 | 1383 | 0.1% |
| 1500 | 1300 | 0.1% |
| 4000 | 1234 | 0.1% |
| 3500 | 1160 | 0.1% |
| Other values (91490) | 2141343 | |
| (Missing) | 74935 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 30767 | |
| 1 | 342 | < 0.1% |
| 2 | 354 | < 0.1% |
| 3 | 358 | < 0.1% |
| 4 | 384 | < 0.1% |
| Value | Count | Frequency (%) |
| 711140 | 1 | |
| 605996 | 1 | |
| 559912 | 1 | |
| 507259 | 1 | |
| 497445 | 1 |
bc_util
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1494 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 76071 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.89994754 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 27885 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.7 |
| Q1 | 35.4 |
| median | 60.2 |
| Q3 | 83.1 |
| 95-th percentile | 97.8 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.7 |
Descriptive statistics
| Standard deviation | 28.58347454 |
|---|---|
| Coefficient of variation (CV) | 0.4936701284 |
| Kurtosis | -1.001197473 |
| Mean | 57.89994754 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.2697763948 |
| Sum | 126488051.7 |
| Variance | 817.0150167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27885 | 1.2% |
| 98 | 6188 | 0.3% |
| 97 | 5748 | 0.3% |
| 99 | 5700 | 0.3% |
| 96 | 5642 | 0.2% |
| 95 | 5223 | 0.2% |
| 94 | 4983 | 0.2% |
| 93 | 4693 | 0.2% |
| 92 | 4594 | 0.2% |
| 91 | 4381 | 0.2% |
| Other values (1484) | 2109560 | |
| (Missing) | 76071 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 27885 | |
| 0.1 | 2267 | 0.1% |
| 0.2 | 1959 | 0.1% |
| 0.3 | 1680 | 0.1% |
| 0.4 | 1440 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 145 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008464412881 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 2243339 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1048097892 |
|---|---|
| Coefficient of variation (CV) | 12.38240509 |
| Kurtosis | 598.1324648 |
| Mean | 0.008464412881 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.12854845 |
| Sum | 19134 |
| Variance | 0.01098509191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2243339 | |
| 1 | 15765 | 0.7% |
| 2 | 1115 | < 0.1% |
| 3 | 186 | < 0.1% |
| 4 | 68 | < 0.1% |
| 5 | 22 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 8 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8 | 2 | < 0.1% |
| (Missing) | 145 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2243339 | |
| 1 | 15765 | 0.7% |
| 2 | 1115 | < 0.1% |
| 3 | 186 | < 0.1% |
| 4 | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 5 | |
| 8 | 2 | < 0.1% |
| 7 | 8 | |
| 6 | 12 |
collection_recovery_fee
Real number (ℝ)
| Distinct | 140449 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.5932837 |
| Minimum | 0 |
|---|---|
| Maximum | 7174.719 |
| Zeros | 2091587 |
| Zeros (%) | 92.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 117.82377 |
| Maximum | 7174.719 |
| Range | 7174.719 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 127.1113615 |
|---|---|
| Coefficient of variation (CV) | 5.62606849 |
| Kurtosis | 245.326771 |
| Mean | 22.5932837 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.80869926 |
| Sum | 51075913.48 |
| Variance | 16157.29823 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2091587 | |
| 18 | 633 | < 0.1% |
| 9 | 592 | < 0.1% |
| 27 | 475 | < 0.1% |
| 36 | 368 | < 0.1% |
| 4.5 | 260 | < 0.1% |
| 45 | 224 | < 0.1% |
| 54 | 219 | < 0.1% |
| 13.5 | 218 | < 0.1% |
| 72 | 165 | < 0.1% |
| Other values (140439) | 165927 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 2091587 | |
| 0.018 | 1 | < 0.1% |
| 0.036 | 1 | < 0.1% |
| 0.0378 | 1 | < 0.1% |
| 0.0449999999 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7174.719 | 1 | |
| 7002.19 | 1 | |
| 6972.59 | 1 | |
| 6687.6228 | 1 | |
| 6584.1372 | 1 |
collections_12_mths_ex_med
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 145 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01814580077 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 2223085 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1508131422 |
|---|---|
| Coefficient of variation (CV) | 8.311186928 |
| Kurtosis | 607.1260844 |
| Mean | 0.01814580077 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.03257434 |
| Sum | 41019 |
| Variance | 0.02274460386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2223085 | |
| 1 | 34684 | 1.5% |
| 2 | 2313 | 0.1% |
| 3 | 271 | < 0.1% |
| 4 | 93 | < 0.1% |
| 5 | 36 | < 0.1% |
| 6 | 17 | < 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 4 | < 0.1% |
| Other values (6) | 9 | < 0.1% |
| (Missing) | 145 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2223085 | |
| 1 | 34684 | 1.5% |
| 2 | 2313 | 0.1% |
| 3 | 271 | < 0.1% |
| 4 | 93 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 16 | 1 | |
| 14 | 1 | |
| 12 | 2 | |
| 11 | 1 |
debt_settlement_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| N | |
|---|---|
| Y | 33056 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 2227612 | |
| Y | 33056 | 1.5% |
Common Values (Plot)
debt_settlement_flag_date
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 83 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 92352 |
| Missing (%) | 4.1% |
| Memory size | 17.2 MiB |
| Feb-2019 | 2730 |
|---|---|
| Jan-2019 | 2617 |
| Oct-2018 | 2426 |
| Dec-2018 | 2317 |
| Other values (78) | 22966 |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2135260 | ||
| Feb-2019 | 2730 | 0.1% |
| Jan-2019 | 2617 | 0.1% |
| Oct-2018 | 2426 | 0.1% |
| Dec-2018 | 2317 | 0.1% |
| Nov-2018 | 2277 | 0.1% |
| Aug-2018 | 2064 | 0.1% |
| Jun-2018 | 1921 | 0.1% |
| Jul-2018 | 1608 | 0.1% |
| Sep-2018 | 1592 | 0.1% |
| Other values (73) | 13504 | 0.6% |
| (Missing) | 92352 | 4.1% |
deferral_term
Real number (ℝ)
CONSTANT  MISSING 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 3 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 31839 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 3 | 10613 | 0.5% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 3 | 10613 |
| Value | Count | Frequency (%) |
| 3 | 10613 |
delinq_2yrs
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3068791612 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1839108 |
| Zeros (%) | 81.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8672303329 |
|---|---|
| Coefficient of variation (CV) | 2.825966839 |
| Kurtosis | 73.35208962 |
| Mean | 0.3068791612 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.929811375 |
| Sum | 693743 |
| Variance | 0.7520884503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1839108 | |
| 1 | 281353 | 12.4% |
| 2 | 81289 | 3.6% |
| 3 | 29542 | 1.3% |
| 4 | 13179 | 0.6% |
| 5 | 6599 | 0.3% |
| 6 | 3717 | 0.2% |
| 7 | 2062 | 0.1% |
| 8 | 1223 | 0.1% |
| 9 | 818 | < 0.1% |
| Other values (27) | 1749 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1839108 | |
| 1 | 281353 | 12.4% |
| 2 | 81289 | 3.6% |
| 3 | 29542 | 1.3% |
| 4 | 13179 | 0.6% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 35 | 1 |
delinq_amnt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 2617 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.36982773 |
| Minimum | 0 |
|---|---|
| Maximum | 249925 |
| Zeros | 2253465 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 249925 |
| Range | 249925 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 726.4647813 |
|---|---|
| Coefficient of variation (CV) | 58.72877108 |
| Kurtosis | 16006.0037 |
| Mean | 12.36982773 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 102.6547743 |
| Sum | 27963715 |
| Variance | 527751.0785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2253465 | |
| 25 | 124 | < 0.1% |
| 65000 | 109 | < 0.1% |
| 30 | 85 | < 0.1% |
| 53 | 72 | < 0.1% |
| 54 | 69 | < 0.1% |
| 75 | 65 | < 0.1% |
| 50 | 64 | < 0.1% |
| 56 | 58 | < 0.1% |
| 57 | 56 | < 0.1% |
| Other values (2607) | 6472 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 2253465 | |
| 1 | 9 | < 0.1% |
| 2 | 10 | < 0.1% |
| 3 | 12 | < 0.1% |
| 4 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 249925 | 1 | |
| 185408 | 1 | |
| 159177 | 1 | |
| 138474 | 1 | |
| 130778 | 1 |
desc
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 124486 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 549383 |
| Missing (%) | 24.3% |
| Memory size | 17.2 MiB |
| Debt Consolidation | 13 |
|---|---|
| Borrower added on 03/17/14 > Debt consolidation<br> | 11 |
| Borrower added on 03/10/14 > Debt consolidation<br> | 10 |
| Borrower added on 02/19/14 > Debt consolidation<br> | 9 |
| Other values (124481) | 125772 |
Unique
| Unique | 123638 ? |
|---|---|
| Unique (%) | 7.2% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 1585470 | ||
| Debt Consolidation | 13 | < 0.1% |
| Borrower added on 03/17/14 > Debt consolidation<br> | 11 | < 0.1% |
| Borrower added on 03/10/14 > Debt consolidation<br> | 10 | < 0.1% |
| Borrower added on 02/19/14 > Debt consolidation<br> | 9 | < 0.1% |
| Camping Membership | 8 | < 0.1% |
| Borrower added on 01/29/14 > Debt consolidation<br> | 8 | < 0.1% |
| Borrower added on 01/22/14 > Debt consolidation<br> | 7 | < 0.1% |
| Borrower added on 01/15/14 > Debt consolidation<br> | 7 | < 0.1% |
| Borrower added on 01/03/14 > Debt consolidation<br> | 6 | < 0.1% |
| Other values (124476) | 125736 | 5.6% |
| (Missing) | 549383 | 24.3% |
disbursement_method
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Cash | |
|---|---|
| DirectPay | 78122 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Cash | 2182546 | |
| DirectPay | 78122 | 3.5% |
Common Values (Plot)
dti
Real number (ℝ)
| Distinct | 10845 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1711 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.82419644 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 1732 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4.94 |
| Q1 | 11.89 |
| median | 17.84 |
| Q3 | 24.49 |
| 95-th percentile | 33.88 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 14.18332854 |
|---|---|
| Coefficient of variation (CV) | 0.7534626294 |
| Kurtosis | 1755.261278 |
| Mean | 18.82419644 |
| Median Absolute Deviation (MAD) | 6.27 |
| Skewness | 29.20185447 |
| Sum | 42523050.31 |
| Variance | 201.1668086 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1732 | 0.1% |
| 18 | 1584 | 0.1% |
| 14.4 | 1577 | 0.1% |
| 16.8 | 1576 | 0.1% |
| 19.2 | 1566 | 0.1% |
| 15.6 | 1506 | 0.1% |
| 13.2 | 1496 | 0.1% |
| 12 | 1486 | 0.1% |
| 20.4 | 1424 | 0.1% |
| 21.6 | 1391 | 0.1% |
| Other values (10835) | 2243619 | |
| (Missing) | 1711 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 1732 | |
| 0.01 | 22 | < 0.1% |
| 0.02 | 35 | < 0.1% |
| 0.03 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 135 | |
| 995.6 | 1 | < 0.1% |
| 995.17 | 1 | < 0.1% |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
dti_joint
Real number (ℝ)
| Distinct | 4018 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 2139962 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.25181706 |
| Minimum | 0 |
|---|---|
| Maximum | 69.49 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.99 |
| Q1 | 13.53 |
| median | 18.84 |
| Q3 | 24.62 |
| 95-th percentile | 33.0275 |
| Maximum | 69.49 |
| Range | 69.49 |
| Interquartile range (IQR) | 11.09 |
Descriptive statistics
| Standard deviation | 7.82208598 |
|---|---|
| Coefficient of variation (CV) | 0.4063037767 |
| Kurtosis | -0.3840496448 |
| Mean | 19.25181706 |
| Median Absolute Deviation (MAD) | 5.54 |
| Skewness | 0.2205511496 |
| Sum | 2323809.83 |
| Variance | 61.18502907 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.32 | 80 | < 0.1% |
| 19.89 | 77 | < 0.1% |
| 18.1 | 77 | < 0.1% |
| 22.39 | 77 | < 0.1% |
| 17.96 | 76 | < 0.1% |
| 13.98 | 76 | < 0.1% |
| 18.96 | 76 | < 0.1% |
| 17.02 | 75 | < 0.1% |
| 16.97 | 75 | < 0.1% |
| 20.45 | 75 | < 0.1% |
| Other values (4008) | 119942 | 5.3% |
| (Missing) | 2139962 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 0.03 | 1 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 69.49 | 1 | |
| 63.66 | 1 | |
| 61.9 | 1 | |
| 61.28 | 1 | |
| 55.52 | 1 |
earliest_cr_line
Categorical
| Distinct | 755 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Sep-2004 | 15400 |
|---|---|
| Sep-2003 | 15215 |
| Sep-2005 | 14780 |
| Aug-2003 | 14669 |
| Aug-2004 | 14413 |
| Other values (750) |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Apr-2001 |
|---|---|
| 2nd row | Jun-1987 |
| 3rd row | Apr-2011 |
| 4th row | Feb-2006 |
| 5th row | Dec-2000 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2004 | 15400 | 0.7% |
| Sep-2003 | 15215 | 0.7% |
| Sep-2005 | 14780 | 0.7% |
| Aug-2003 | 14669 | 0.6% |
| Aug-2004 | 14413 | 0.6% |
| Aug-2001 | 14355 | 0.6% |
| Aug-2002 | 14322 | 0.6% |
| Aug-2005 | 14207 | 0.6% |
| Aug-2006 | 14143 | 0.6% |
| Oct-2003 | 14108 | 0.6% |
| Other values (745) | 2115056 |
emp_length
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (7) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 6 years |
| 4th row | 10+ years |
| 5th row | 10+ years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 748005 | |
| 2 years | 203677 | 9.0% |
| < 1 year | 189988 | 8.4% |
| 3 years | 180753 | 8.0% |
| 1 year | 148403 | 6.6% |
| n/a | 146907 | 6.5% |
| 5 years | 139698 | 6.2% |
| 4 years | 136605 | 6.0% |
| 6 years | 102628 | 4.5% |
| 7 years | 92695 | 4.1% |
| Other values (2) | 171309 | 7.6% |
emp_title
Categorical
| Distinct | 483752 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| 166934 | |
| Teacher | 40969 |
| Manager | 37014 |
| Owner | 23556 |
| Supervisor | 17686 |
| Other values (483747) |
Unique
| Unique | 364706 ? |
|---|---|
| Unique (%) | 16.1% |
Sample
| 1st row | Chef |
|---|---|
| 2nd row | Postmaster |
| 3rd row | Administrative |
| 4th row | IT Supervisor |
| 5th row | Mechanic |
Common Values
| Value | Count | Frequency (%) |
| 166934 | 7.4% | |
| Teacher | 40969 | 1.8% |
| Manager | 37014 | 1.6% |
| Owner | 23556 | 1.0% |
| Supervisor | 17686 | 0.8% |
| Registered Nurse | 17027 | 0.8% |
| Driver | 16038 | 0.7% |
| RN | 15202 | 0.7% |
| Sales | 14173 | 0.6% |
| Project Manager | 11545 | 0.5% |
| Other values (483742) | 1900514 |
funded_amnt
Real number (ℝ)
| Distinct | 1572 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15041.66406 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.6 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3250 |
| Q1 | 8000 |
| median | 12875 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9188.413022 |
|---|---|
| Coefficient of variation (CV) | 0.6108641296 |
| Kurtosis | -0.1170090387 |
| Mean | 15041.66406 |
| Median Absolute Deviation (MAD) | 6175 |
| Skewness | 0.7787785936 |
| Sum | 3.40042086 × 1010 |
| Variance | 84426933.87 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 187146 | 8.3% |
| 20000 | 130816 | 5.8% |
| 15000 | 123110 | 5.4% |
| 12000 | 121588 | 5.4% |
| 35000 | 86147 | 3.8% |
| 5000 | 84751 | 3.7% |
| 8000 | 75020 | 3.3% |
| 6000 | 72075 | 3.2% |
| 16000 | 66331 | 2.9% |
| 25000 | 66176 | 2.9% |
| Other values (1562) | 1247508 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 33368 | |
| 39975 | 11 | < 0.1% |
| 39950 | 10 | < 0.1% |
| 39925 | 14 | < 0.1% |
| 39900 | 24 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 10057 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15023.43762 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 233 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 12800 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9192.331807 |
|---|---|
| Coefficient of variation (CV) | 0.6118660747 |
| Kurtosis | -0.1166815151 |
| Mean | 15023.43762 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7782542385 |
| Sum | 3.396300469 × 1010 |
| Variance | 84498964.04 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 177561 | 7.9% |
| 20000 | 120453 | 5.3% |
| 15000 | 114539 | 5.1% |
| 12000 | 114068 | 5.0% |
| 5000 | 81999 | 3.6% |
| 35000 | 76093 | 3.4% |
| 8000 | 71528 | 3.2% |
| 6000 | 69475 | 3.1% |
| 16000 | 61840 | 2.7% |
| 25000 | 60610 | 2.7% |
| Other values (10047) | 1312502 |
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 0.000121098108 | 1 | < 0.1% |
| 0.000185369401 | 1 | < 0.1% |
| 0.000242055511 | 1 | < 0.1% |
| 0.000531133069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 31767 | |
| 39975 | 616 | < 0.1% |
| 39950 | 218 | < 0.1% |
| 39925 | 58 | < 0.1% |
| 39900 | 29 | < 0.1% |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 53968 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | D |
| 3rd row | D |
| 4th row | D |
| 5th row | C |
Common Values
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Common Values (Plot)
hardship_amount
Real number (ℝ)
| Distinct | 8950 |
|---|---|
| Distinct (%) | 84.3% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 155.0066956 |
| Minimum | 0.64 |
|---|---|
| Maximum | 943.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.64 |
|---|---|
| 5-th percentile | 21.134 |
| Q1 | 59.37 |
| median | 119.04 |
| Q3 | 213.26 |
| 95-th percentile | 410.228 |
| Maximum | 943.94 |
| Range | 943.3 |
| Interquartile range (IQR) | 153.89 |
Descriptive statistics
| Standard deviation | 129.1131374 |
|---|---|
| Coefficient of variation (CV) | 0.8329520019 |
| Kurtosis | 3.302815903 |
| Mean | 155.0066956 |
| Median Absolute Deviation (MAD) | 69.06 |
| Skewness | 1.606076862 |
| Sum | 1645086.06 |
| Variance | 16670.20224 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69.9 | 5 | < 0.1% |
| 94.59 | 5 | < 0.1% |
| 53.05 | 5 | < 0.1% |
| 48.56 | 5 | < 0.1% |
| 132.33 | 5 | < 0.1% |
| 158.83 | 4 | < 0.1% |
| 58 | 4 | < 0.1% |
| 62.3 | 4 | < 0.1% |
| 79.66 | 4 | < 0.1% |
| 61.5 | 4 | < 0.1% |
| Other values (8940) | 10568 | 0.5% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 0.64 | 1 | |
| 1.47 | 1 | |
| 1.61 | 1 | |
| 2.02 | 1 | |
| 2.15 | 1 |
| Value | Count | Frequency (%) |
| 943.94 | 1 | |
| 923.4 | 1 | |
| 893.63 | 1 | |
| 893.05 | 1 | |
| 845.22 | 1 |
hardship_dpd
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.68642231 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 2402 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 28 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 9.7281384 |
|---|---|
| Coefficient of variation (CV) | 0.7107875366 |
| Kurtosis | -1.312529432 |
| Mean | 13.68642231 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.1242211405 |
| Sum | 145254 |
| Variance | 94.63667673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2402 | 0.1% |
| 23 | 410 | < 0.1% |
| 26 | 409 | < 0.1% |
| 25 | 405 | < 0.1% |
| 20 | 380 | < 0.1% |
| 16 | 372 | < 0.1% |
| 27 | 361 | < 0.1% |
| 11 | 359 | < 0.1% |
| 17 | 359 | < 0.1% |
| 22 | 357 | < 0.1% |
| Other values (24) | 4799 | 0.2% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 0 | 2402 | |
| 1 | 43 | < 0.1% |
| 2 | 49 | < 0.1% |
| 3 | 61 | < 0.1% |
| 4 | 78 | < 0.1% |
| Value | Count | Frequency (%) |
| 37 | 1 | < 0.1% |
| 32 | 4 | < 0.1% |
| 31 | 2 | < 0.1% |
| 30 | 29 | < 0.1% |
| 29 | 268 |
hardship_end_date
Categorical
IMBALANCE  MISSING 
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| Dec-2017 | 1756 |
|---|---|
| Nov-2017 | 1325 |
| Jan-2018 | 749 |
| Jan-2019 | 518 |
| Other values (23) | 6265 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| Dec-2017 | 1756 | 0.1% |
| Nov-2017 | 1325 | 0.1% |
| Jan-2018 | 749 | < 0.1% |
| Jan-2019 | 518 | < 0.1% |
| Dec-2018 | 509 | < 0.1% |
| Feb-2019 | 471 | < 0.1% |
| Nov-2018 | 413 | < 0.1% |
| Feb-2018 | 401 | < 0.1% |
| Oct-2018 | 397 | < 0.1% |
| Other values (18) | 4074 | 0.2% |
| (Missing) | 95321 | 4.2% |
hardship_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| N | |
|---|---|
| Y | 885 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 2259783 | |
| Y | 885 | < 0.1% |
Common Values (Plot)
hardship_last_payment_amount
Real number (ℝ)
| Distinct | 8795 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.6063309 |
| Minimum | 0.01 |
|---|---|
| Maximum | 1407.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.35 |
| Q1 | 43.78 |
| median | 132.89 |
| Q3 | 284.18 |
| 95-th percentile | 596.41 |
| Maximum | 1407.86 |
| Range | 1407.85 |
| Interquartile range (IQR) | 240.4 |
Descriptive statistics
| Standard deviation | 198.6943679 |
|---|---|
| Coefficient of variation (CV) | 1.026280323 |
| Kurtosis | 3.212550008 |
| Mean | 193.6063309 |
| Median Absolute Deviation (MAD) | 105.35 |
| Skewness | 1.620484485 |
| Sum | 2054743.99 |
| Variance | 39479.45183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.03 | 25 | < 0.1% |
| 0.02 | 25 | < 0.1% |
| 0.12 | 23 | < 0.1% |
| 0.11 | 23 | < 0.1% |
| 0.1 | 21 | < 0.1% |
| 0.05 | 21 | < 0.1% |
| 0.04 | 20 | < 0.1% |
| 0.07 | 18 | < 0.1% |
| 0.09 | 18 | < 0.1% |
| 0.13 | 17 | < 0.1% |
| Other values (8785) | 10402 | 0.5% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 0.01 | 16 | |
| 0.02 | 25 | |
| 0.03 | 25 | |
| 0.04 | 20 | |
| 0.05 | 21 |
| Value | Count | Frequency (%) |
| 1407.86 | 1 | |
| 1377.17 | 1 | |
| 1291.21 | 1 | |
| 1290.59 | 1 | |
| 1283.9 | 1 |
hardship_length
Real number (ℝ)
CONSTANT  MISSING 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 3 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 31839 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 3 | 10613 | 0.5% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 3 | 10613 |
| Value | Count | Frequency (%) |
| 3 | 10613 |
hardship_loan_status
Categorical
IMBALANCE  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| Late (16-30 days) | 4622 |
|---|---|
| In Grace Period | 2806 |
| Current | 2737 |
| Late (31-120 days) | 433 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| Late (16-30 days) | 4622 | 0.2% |
| In Grace Period | 2806 | 0.1% |
| Current | 2737 | 0.1% |
| Late (31-120 days) | 433 | < 0.1% |
| Issued | 15 | < 0.1% |
| (Missing) | 95321 | 4.2% |
Common Values (Plot)
hardship_payoff_balance_amount
Real number (ℝ)
| Distinct | 10591 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 2250055 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11628.03644 |
| Minimum | 55.73 |
|---|---|
| Maximum | 40306.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 55.73 |
|---|---|
| 5-th percentile | 2177.796 |
| Q1 | 5628.73 |
| median | 10044.22 |
| Q3 | 16114.94 |
| 95-th percentile | 26839.01 |
| Maximum | 40306.41 |
| Range | 40250.68 |
| Interquartile range (IQR) | 10486.21 |
Descriptive statistics
| Standard deviation | 7615.161123 |
|---|---|
| Coefficient of variation (CV) | 0.6548965649 |
| Kurtosis | 0.2100018537 |
| Mean | 11628.03644 |
| Median Absolute Deviation (MAD) | 4996.94 |
| Skewness | 0.8660260461 |
| Sum | 123408350.8 |
| Variance | 57990678.92 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8234.71 | 2 | < 0.1% |
| 11759.5 | 2 | < 0.1% |
| 5131.62 | 2 | < 0.1% |
| 10747.75 | 2 | < 0.1% |
| 4775.7 | 2 | < 0.1% |
| 10797.54 | 2 | < 0.1% |
| 12031.29 | 2 | < 0.1% |
| 15557.86 | 2 | < 0.1% |
| 6627.94 | 2 | < 0.1% |
| 8254.12 | 2 | < 0.1% |
| Other values (10581) | 10593 | 0.5% |
| (Missing) | 2250055 |
| Value | Count | Frequency (%) |
| 55.73 | 1 | |
| 174.15 | 1 | |
| 191.12 | 1 | |
| 193.98 | 1 | |
| 206.97 | 1 |
| Value | Count | Frequency (%) |
| 40306.41 | 1 | |
| 40149.35 | 1 | |
| 39746.94 | 1 | |
| 39542.45 | 1 | |
| 38824.41 | 1 |
hardship_reason
Categorical
IMBALANCE  MISSING 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| NATURAL_DISASTER | 2965 |
|---|---|
| EXCESSIVE_OBLIGATIONS | 2079 |
| UNEMPLOYMENT | 1834 |
| INCOME_CURTAILMENT | 1279 |
| Other values (5) | 2456 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| NATURAL_DISASTER | 2965 | 0.1% |
| EXCESSIVE_OBLIGATIONS | 2079 | 0.1% |
| UNEMPLOYMENT | 1834 | 0.1% |
| INCOME_CURTAILMENT | 1279 | 0.1% |
| MEDICAL | 1249 | 0.1% |
| REDUCED_HOURS | 629 | < 0.1% |
| DIVORCE | 218 | < 0.1% |
| FAMILY_DEATH | 206 | < 0.1% |
| DISABILITY | 154 | < 0.1% |
| (Missing) | 95321 | 4.2% |
Common Values (Plot)
hardship_start_date
Categorical
IMBALANCE  MISSING 
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| Sep-2017 | 2444 |
|---|---|
| Oct-2017 | 1077 |
| Oct-2018 | 594 |
| Nov-2017 | 466 |
| Other values (22) | 6032 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| Sep-2017 | 2444 | 0.1% |
| Oct-2017 | 1077 | < 0.1% |
| Oct-2018 | 594 | < 0.1% |
| Nov-2017 | 466 | < 0.1% |
| Aug-2018 | 463 | < 0.1% |
| Jan-2019 | 431 | < 0.1% |
| Sep-2018 | 422 | < 0.1% |
| Nov-2018 | 420 | < 0.1% |
| Jun-2017 | 400 | < 0.1% |
| Other values (17) | 3896 | 0.2% |
| (Missing) | 95321 | 4.2% |
hardship_status
Categorical
IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| COMPLETED | 7541 |
|---|---|
| BROKEN | 2187 |
| ACTIVE | 885 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| COMPLETED | 7541 | 0.3% |
| BROKEN | 2187 | 0.1% |
| ACTIVE | 885 | < 0.1% |
| (Missing) | 95321 | 4.2% |
Common Values (Plot)
hardship_type
Categorical
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| INTEREST ONLY-3 MONTHS DEFERRAL | 10613 |
|---|
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| INTEREST ONLY-3 MONTHS DEFERRAL | 10613 | 0.5% |
| (Missing) | 95321 | 4.2% |
Common Values (Plot)
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 996 |
| OTHER | 182 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | MORTGAGE |
| 4th row | MORTGAGE |
| 5th row | MORTGAGE |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 1111450 | |
| RENT | 894929 | |
| OWN | 253057 | 11.2% |
| ANY | 996 | < 0.1% |
| OTHER | 182 | < 0.1% |
| NONE | 54 | < 0.1% |
Common Values (Plot)
id
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 2260668 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 17.2 MiB |
il_util
Real number (ℝ)
| Distinct | 280 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1068850 |
| Missing (%) | 47.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.14097958 |
| Minimum | 0 |
|---|---|
| Maximum | 1000 |
| Zeros | 6629 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 72 |
| Q3 | 86 |
| 95-th percentile | 101 |
| Maximum | 1000 |
| Range | 1000 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 23.74838634 |
|---|---|
| Coefficient of variation (CV) | 0.3434777246 |
| Kurtosis | 7.081786181 |
| Mean | 69.14097958 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.1724200621 |
| Sum | 82403464 |
| Variance | 563.9858538 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 22659 | 1.0% |
| 75 | 22425 | 1.0% |
| 81 | 22330 | 1.0% |
| 83 | 22286 | 1.0% |
| 72 | 22023 | 1.0% |
| 77 | 21852 | 1.0% |
| 80 | 21737 | 1.0% |
| 82 | 21553 | 1.0% |
| 74 | 21496 | 1.0% |
| 79 | 21478 | 1.0% |
| Other values (270) | 971979 | |
| (Missing) | 1068850 |
| Value | Count | Frequency (%) |
| 0 | 6629 | |
| 1 | 439 | < 0.1% |
| 2 | 886 | < 0.1% |
| 3 | 1761 | 0.1% |
| 4 | 1112 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 3 | |
| 558 | 1 | < 0.1% |
| 464 | 1 | < 0.1% |
| 428 | 1 | < 0.1% |
| 417 | 1 | < 0.1% |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| w | |
|---|---|
| f |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | w |
| 3rd row | w |
| 4th row | w |
| 5th row | w |
Common Values
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
Common Values (Plot)
inq_fi
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.012866618 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 697142 |
| Zeros (%) | 30.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.489455668 |
|---|---|
| Coefficient of variation (CV) | 1.470534858 |
| Kurtosis | 13.46503817 |
| Mean | 1.012866618 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.665084535 |
| Sum | 1412482 |
| Variance | 2.218478187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 697142 | |
| 1 | 352169 | |
| 2 | 172982 | 7.7% |
| 3 | 83887 | 3.7% |
| 4 | 41460 | 1.8% |
| 5 | 21374 | 0.9% |
| 6 | 11043 | 0.5% |
| 7 | 6059 | 0.3% |
| 8 | 3423 | 0.2% |
| 9 | 1946 | 0.1% |
| Other values (23) | 3054 | 0.1% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 697142 | |
| 1 | 352169 | |
| 2 | 172982 | 7.7% |
| 3 | 83887 | 3.7% |
| 4 | 41460 | 1.8% |
| Value | Count | Frequency (%) |
| 48 | 1 | |
| 38 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 29 | 1 |
inq_last_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866130 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.036667341 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 400090 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.383117224 |
|---|---|
| Coefficient of variation (CV) | 1.170106269 |
| Kurtosis | 11.22465969 |
| Mean | 2.036667341 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.405157988 |
| Sum | 2840210 |
| Variance | 5.679247702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 400090 | |
| 1 | 339411 | 15.0% |
| 2 | 235736 | 10.4% |
| 3 | 153565 | 6.8% |
| 4 | 96535 | 4.3% |
| 5 | 59861 | 2.6% |
| 6 | 37765 | 1.7% |
| 7 | 24088 | 1.1% |
| 8 | 15619 | 0.7% |
| 9 | 10201 | 0.5% |
| Other values (38) | 21667 | 1.0% |
| (Missing) | 866130 |
| Value | Count | Frequency (%) |
| 0 | 400090 | |
| 1 | 339411 | |
| 2 | 235736 | |
| 3 | 153565 | 6.8% |
| 4 | 96535 | 4.3% |
| Value | Count | Frequency (%) |
| 67 | 1 | |
| 51 | 1 | |
| 49 | 1 | |
| 46 | 1 | |
| 45 | 1 |
inq_last_6mths
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 30 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5768353889 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 1381722 |
| Zeros (%) | 61.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8859631584 |
|---|---|
| Coefficient of variation (CV) | 1.53590292 |
| Kurtosis | 9.57608952 |
| Mean | 0.5768353889 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.066186683 |
| Sum | 1304016 |
| Variance | 0.784930718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1381722 | |
| 1 | 584390 | |
| 2 | 200212 | 8.9% |
| 3 | 69009 | 3.1% |
| 4 | 17380 | 0.8% |
| 5 | 6232 | 0.3% |
| 6 | 1231 | 0.1% |
| 7 | 195 | < 0.1% |
| 8 | 122 | < 0.1% |
| 9 | 50 | < 0.1% |
| Other values (18) | 95 | < 0.1% |
| (Missing) | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1381722 | |
| 1 | 584390 | |
| 2 | 200212 | 8.9% |
| 3 | 69009 | 3.1% |
| 4 | 17380 | 0.8% |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 27 | 1 |
installment
Real number (ℝ)
| Distinct | 93296 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.8076459 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 110.43 |
| Q1 | 251.65 |
| median | 377.99 |
| Q3 | 593.32 |
| 95-th percentile | 984.47 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 341.67 |
Descriptive statistics
| Standard deviation | 267.173725 |
|---|---|
| Coefficient of variation (CV) | 0.599302698 |
| Kurtosis | 0.6898708652 |
| Mean | 445.8076459 |
| Median Absolute Deviation (MAD) | 157.63 |
| Skewness | 1.001778382 |
| Sum | 1007823079 |
| Variance | 71381.79933 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 4420 | 0.2% |
| 332.1 | 4153 | 0.2% |
| 361.38 | 3704 | 0.2% |
| 327.34 | 3353 | 0.1% |
| 602.3 | 3095 | 0.1% |
| 451.73 | 3076 | 0.1% |
| 329.72 | 2614 | 0.1% |
| 166.05 | 2508 | 0.1% |
| 498.15 | 2410 | 0.1% |
| 180.69 | 2364 | 0.1% |
| Other values (93286) | 2228971 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 15.67 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 6 | |
| 1691.28 | 2 | < 0.1% |
int_rate
Real number (ℝ)
| Distinct | 673 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.09291294 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.49 |
| Q1 | 9.49 |
| median | 12.62 |
| Q3 | 15.99 |
| 95-th percentile | 22.15 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 4.832114233 |
|---|---|
| Coefficient of variation (CV) | 0.3690633439 |
| Kurtosis | 0.5940480996 |
| Mean | 13.09291294 |
| Median Absolute Deviation (MAD) | 3.18 |
| Skewness | 0.7680743803 |
| Sum | 29598729.32 |
| Variance | 23.34932796 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 53869 | 2.4% |
| 5.32 | 47171 | 2.1% |
| 10.99 | 44165 | 2.0% |
| 13.99 | 43026 | 1.9% |
| 11.49 | 32009 | 1.4% |
| 16.99 | 30564 | 1.4% |
| 12.99 | 29276 | 1.3% |
| 7.89 | 28515 | 1.3% |
| 9.17 | 27835 | 1.2% |
| 15.61 | 25208 | 1.1% |
| Other values (663) | 1899030 |
| Value | Count | Frequency (%) |
| 5.31 | 8613 | 0.4% |
| 5.32 | 47171 | |
| 5.42 | 573 | < 0.1% |
| 5.79 | 410 | < 0.1% |
| 5.93 | 1812 | 0.1% |
| Value | Count | Frequency (%) |
| 30.99 | 819 | |
| 30.94 | 733 | |
| 30.89 | 699 | |
| 30.84 | 755 | |
| 30.79 | 1572 |
issue_d
Categorical
| Distinct | 139 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Mar-2016 | 61992 |
|---|---|
| Oct-2015 | 48631 |
| May-2018 | 46311 |
| Oct-2018 | 46305 |
| Aug-2018 | 46079 |
| Other values (134) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dec-2018 |
|---|---|
| 2nd row | Dec-2018 |
| 3rd row | Dec-2018 |
| 4th row | Dec-2018 |
| 5th row | Dec-2018 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2016 | 61992 | 2.7% |
| Oct-2015 | 48631 | 2.2% |
| May-2018 | 46311 | 2.0% |
| Oct-2018 | 46305 | 2.0% |
| Aug-2018 | 46079 | 2.0% |
| Jul-2015 | 45962 | 2.0% |
| Dec-2015 | 44343 | 2.0% |
| Aug-2017 | 43573 | 1.9% |
| Jul-2018 | 43089 | 1.9% |
| Apr-2018 | 42928 | 1.9% |
| Other values (129) | 1791455 |
last_credit_pull_d
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 141 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 78011 |
| Jul-2018 | 56612 |
| Dec-2018 | 52077 |
| Oct-2018 | 51366 |
| Other values (136) |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Feb-2019 |
|---|---|
| 2nd row | Feb-2019 |
| 3rd row | Feb-2019 |
| 4th row | Feb-2019 |
| 5th row | Feb-2019 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 1398266 | |
| Jan-2019 | 78011 | 3.5% |
| Jul-2018 | 56612 | 2.5% |
| Dec-2018 | 52077 | 2.3% |
| Oct-2018 | 51366 | 2.3% |
| Oct-2016 | 51262 | 2.3% |
| Nov-2018 | 48552 | 2.1% |
| Aug-2018 | 45958 | 2.0% |
| Sep-2018 | 36225 | 1.6% |
| May-2018 | 26685 | 1.2% |
| Other values (131) | 415654 | 18.4% |
last_pymnt_amnt
Real number (ℝ)
| Distinct | 692560 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3364.015261 |
| Minimum | 0 |
|---|---|
| Maximum | 42192.05 |
| Zeros | 2876 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 101.07 |
| Q1 | 308.64 |
| median | 588.47 |
| Q3 | 3534.965 |
| 95-th percentile | 16766.5495 |
| Maximum | 42192.05 |
| Range | 42192.05 |
| Interquartile range (IQR) | 3226.325 |
Descriptive statistics
| Standard deviation | 5971.757409 |
|---|---|
| Coefficient of variation (CV) | 1.775187372 |
| Kurtosis | 7.299220753 |
| Mean | 3364.015261 |
| Median Absolute Deviation (MAD) | 383 |
| Skewness | 2.603471102 |
| Sum | 7604921652 |
| Variance | 35661886.55 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 3082 | 0.1% |
| 0 | 2876 | 0.1% |
| 100 | 2061 | 0.1% |
| 301.15 | 1967 | 0.1% |
| 332.1 | 1911 | 0.1% |
| 361.38 | 1868 | 0.1% |
| 309.74 | 1549 | 0.1% |
| 320.05 | 1489 | 0.1% |
| 324.65 | 1479 | 0.1% |
| 304.72 | 1400 | 0.1% |
| Other values (692550) | 2240986 |
| Value | Count | Frequency (%) |
| 0 | 2876 | |
| 0.01 | 572 | < 0.1% |
| 0.02 | 90 | < 0.1% |
| 0.03 | 80 | < 0.1% |
| 0.04 | 73 | < 0.1% |
| Value | Count | Frequency (%) |
| 42192.05 | 1 | |
| 42148.53 | 1 | |
| 42005.2 | 1 | |
| 41453.07 | 1 | |
| 41434 | 1 |
last_pymnt_d
Categorical
| Distinct | 136 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 52576 |
| Aug-2018 | 39615 |
| Mar-2018 | 38269 |
| Oct-2018 | 37468 |
| Other values (131) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Feb-2019 |
|---|---|
| 2nd row | Feb-2019 |
| 3rd row | Feb-2019 |
| 4th row | Feb-2019 |
| 5th row | Feb-2019 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 934725 | |
| Jan-2019 | 52576 | 2.3% |
| Aug-2018 | 39615 | 1.8% |
| Mar-2018 | 38269 | 1.7% |
| Oct-2018 | 37468 | 1.7% |
| Jul-2018 | 36497 | 1.6% |
| Nov-2018 | 35714 | 1.6% |
| Jun-2018 | 35168 | 1.6% |
| May-2018 | 33456 | 1.5% |
| Dec-2018 | 33451 | 1.5% |
| Other values (126) | 983729 |
loan_amnt
Real number (ℝ)
| Distinct | 1572 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15046.93123 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.6 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3250 |
| Q1 | 8000 |
| median | 12900 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9190.245488 |
|---|---|
| Coefficient of variation (CV) | 0.6107720803 |
| Kurtosis | -0.1194391577 |
| Mean | 15046.93123 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7777823287 |
| Sum | 3.401611592 × 1010 |
| Variance | 84460612.13 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 187236 | 8.3% |
| 20000 | 131006 | 5.8% |
| 15000 | 123226 | 5.5% |
| 12000 | 121681 | 5.4% |
| 35000 | 86285 | 3.8% |
| 5000 | 84765 | 3.7% |
| 8000 | 75033 | 3.3% |
| 6000 | 72089 | 3.2% |
| 25000 | 66453 | 2.9% |
| 16000 | 66418 | 2.9% |
| Other values (1562) | 1246476 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 33368 | |
| 39975 | 11 | < 0.1% |
| 39950 | 10 | < 0.1% |
| 39925 | 14 | < 0.1% |
| 39900 | 24 | < 0.1% |
loan_status
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off | |
| Late (31-120 days) | 21897 |
| In Grace Period | 8952 |
| Other values (4) | 6517 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Current |
|---|---|
| 2nd row | Current |
| 3rd row | Current |
| 4th row | Current |
| 5th row | Current |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 1041952 | |
| Current | 919695 | |
| Charged Off | 261655 | 11.6% |
| Late (31-120 days) | 21897 | 1.0% |
| In Grace Period | 8952 | 0.4% |
| Late (16-30 days) | 3737 | 0.2% |
| Does not meet the credit policy. Status:Fully Paid | 1988 | 0.1% |
| Does not meet the credit policy. Status:Charged Off | 761 | < 0.1% |
| Default | 31 | < 0.1% |
Common Values (Plot)
max_bal_bc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 33726 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5806.392905 |
| Minimum | 0 |
|---|---|
| Maximum | 1170668 |
| Zeros | 35917 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 340 |
| Q1 | 2284 |
| median | 4413 |
| Q3 | 7598 |
| 95-th percentile | 16311 |
| Maximum | 1170668 |
| Range | 1170668 |
| Interquartile range (IQR) | 5314 |
Descriptive statistics
| Standard deviation | 5690.561012 |
|---|---|
| Coefficient of variation (CV) | 0.9800509723 |
| Kurtosis | 1748.219344 |
| Mean | 5806.392905 |
| Median Absolute Deviation (MAD) | 2462 |
| Skewness | 13.69539884 |
| Sum | 8097241355 |
| Variance | 32382484.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 35917 | 1.6% |
| 8 | 572 | < 0.1% |
| 3000 | 533 | < 0.1% |
| 2000 | 504 | < 0.1% |
| 4000 | 447 | < 0.1% |
| 5000 | 423 | < 0.1% |
| 2500 | 383 | < 0.1% |
| 1900 | 333 | < 0.1% |
| 1500 | 333 | < 0.1% |
| 3500 | 330 | < 0.1% |
| Other values (33716) | 1354764 | |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 35917 | |
| 1 | 165 | < 0.1% |
| 2 | 218 | < 0.1% |
| 3 | 234 | < 0.1% |
| 4 | 217 | < 0.1% |
| Value | Count | Frequency (%) |
| 1170668 | 1 | |
| 776843 | 1 | |
| 571793 | 1 | |
| 500000 | 1 | |
| 457521 | 1 |
member_id
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 2260668 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 17.2 MiB |
mo_sin_old_il_acct
Real number (ℝ)
| Distinct | 566 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 139071 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.7377608 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 96 |
| median | 130 |
| Q3 | 154 |
| 95-th percentile | 213 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 53.38217542 |
|---|---|
| Coefficient of variation (CV) | 0.4245516629 |
| Kurtosis | 1.843977671 |
| Mean | 125.7377608 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.3513513484 |
| Sum | 266764856 |
| Variance | 2849.656652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 130 | 25017 | 1.1% |
| 129 | 24849 | 1.1% |
| 128 | 24798 | 1.1% |
| 132 | 24767 | 1.1% |
| 127 | 24749 | 1.1% |
| 133 | 24731 | 1.1% |
| 125 | 24683 | 1.1% |
| 126 | 24649 | 1.1% |
| 134 | 24574 | 1.1% |
| 131 | 24515 | 1.1% |
| Other values (556) | 1874265 | |
| (Missing) | 139071 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 16 | < 0.1% |
| 1 | 507 | < 0.1% |
| 2 | 1003 | |
| 3 | 1414 | |
| 4 | 1616 |
| Value | Count | Frequency (%) |
| 999 | 2 | |
| 848 | 1 | |
| 827 | 1 | |
| 822 | 1 | |
| 808 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
| Distinct | 787 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70277 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.4915675 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 116 |
| median | 164 |
| Q3 | 232 |
| 95-th percentile | 369 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 97.11845373 |
|---|---|
| Coefficient of variation (CV) | 0.5351127608 |
| Kurtosis | 1.355518547 |
| Mean | 181.4915675 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 1.007808058 |
| Sum | 397537496 |
| Variance | 9431.994056 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132 | 12536 | 0.6% |
| 136 | 12528 | 0.6% |
| 131 | 12386 | 0.5% |
| 134 | 12317 | 0.5% |
| 130 | 12299 | 0.5% |
| 133 | 12278 | 0.5% |
| 135 | 12235 | 0.5% |
| 137 | 12132 | 0.5% |
| 129 | 12116 | 0.5% |
| 140 | 12112 | 0.5% |
| Other values (777) | 2067452 | |
| (Missing) | 70277 | 3.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 17 | |
| 4 | 19 | |
| 5 | 42 |
| Value | Count | Frequency (%) |
| 999 | 1 | |
| 901 | 1 | |
| 852 | 1 | |
| 851 | 1 | |
| 842 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 333 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70277 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.02408931 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 33747 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 17.53308255 |
|---|---|
| Coefficient of variation (CV) | 1.250211844 |
| Kurtosis | 21.96014259 |
| Mean | 14.02408931 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.592705204 |
| Sum | 30718239 |
| Variance | 307.4089838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 167693 | 7.4% |
| 3 | 161273 | 7.1% |
| 4 | 147691 | 6.5% |
| 1 | 137574 | 6.1% |
| 5 | 132964 | 5.9% |
| 6 | 117844 | 5.2% |
| 7 | 107901 | 4.8% |
| 8 | 96426 | 4.3% |
| 9 | 85716 | 3.8% |
| 10 | 78061 | 3.5% |
| Other values (323) | 957248 |
| Value | Count | Frequency (%) |
| 0 | 33747 | 1.5% |
| 1 | 137574 | |
| 2 | 167693 | |
| 3 | 161273 | |
| 4 | 147691 |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 502 | 1 | |
| 438 | 1 | |
| 406 | 1 | |
| 404 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 232 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.297468672 |
| Minimum | 0 |
|---|---|
| Maximum | 382 |
| Zeros | 34923 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 24 |
| Maximum | 382 |
| Range | 382 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 9.208556539 |
|---|---|
| Coefficient of variation (CV) | 1.10980311 |
| Kurtosis | 46.21937168 |
| Mean | 8.297468672 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.601065685 |
| Sum | 18174709 |
| Variance | 84.79751352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 235575 | |
| 3 | 228153 | 10.1% |
| 4 | 203278 | 9.0% |
| 1 | 180626 | 8.0% |
| 5 | 175501 | 7.8% |
| 6 | 151978 | 6.7% |
| 7 | 135550 | 6.0% |
| 8 | 114936 | 5.1% |
| 9 | 96422 | 4.3% |
| 10 | 82385 | 3.6% |
| Other values (222) | 585988 |
| Value | Count | Frequency (%) |
| 0 | 34923 | 1.5% |
| 1 | 180626 | |
| 2 | 235575 | |
| 3 | 228153 | |
| 4 | 203278 |
| Value | Count | Frequency (%) |
| 382 | 1 | |
| 368 | 1 | |
| 353 | 1 | |
| 331 | 1 | |
| 314 | 1 |
mort_acc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50030 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.555382202 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 929606 |
| Zeros (%) | 41.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.904981017 |
|---|---|
| Coefficient of variation (CV) | 1.224767144 |
| Kurtosis | 10.50475648 |
| Mean | 1.555382202 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.789683755 |
| Sum | 3438387 |
| Variance | 3.628952676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 929606 | |
| 1 | 393270 | |
| 2 | 325903 | 14.4% |
| 3 | 231066 | 10.2% |
| 4 | 150002 | 6.6% |
| 5 | 86666 | 3.8% |
| 6 | 46804 | 2.1% |
| 7 | 23419 | 1.0% |
| 8 | 11450 | 0.5% |
| 9 | 5742 | 0.3% |
| Other values (37) | 6710 | 0.3% |
| (Missing) | 50030 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 929606 | |
| 1 | 393270 | |
| 2 | 325903 | 14.4% |
| 3 | 231066 | 10.2% |
| 4 | 150002 | 6.6% |
| Value | Count | Frequency (%) |
| 94 | 1 | |
| 87 | 1 | |
| 61 | 1 | |
| 52 | 1 | |
| 51 | 1 |
mths_since_last_delinq
Real number (ℝ)
| Distinct | 173 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1158502 |
| Missing (%) | 51.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.5409158 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 2637 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.9004709 |
|---|---|
| Coefficient of variation (CV) | 0.6340443035 |
| Kurtosis | -0.6936426553 |
| Mean | 34.5409158 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4597452469 |
| Sum | 38069823 |
| Variance | 479.6306255 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 20967 | 0.9% |
| 13 | 20629 | 0.9% |
| 6 | 20615 | 0.9% |
| 9 | 20345 | 0.9% |
| 7 | 20139 | 0.9% |
| 14 | 19913 | 0.9% |
| 8 | 19575 | 0.9% |
| 15 | 19555 | 0.9% |
| 10 | 19371 | 0.9% |
| 18 | 19042 | 0.8% |
| Other values (163) | 902015 | |
| (Missing) | 1158502 |
| Value | Count | Frequency (%) |
| 0 | 2637 | 0.1% |
| 1 | 7100 | |
| 2 | 9853 | |
| 3 | 13089 | |
| 4 | 15506 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 195 | 1 | |
| 192 | 1 | |
| 188 | 2 |
mths_since_last_major_derog
Real number (ℝ)
| Distinct | 183 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1679893 |
| Missing (%) | 74.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.16422022 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 375 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 77 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.53312059 |
|---|---|
| Coefficient of variation (CV) | 0.4875693601 |
| Kurtosis | -0.5492963164 |
| Mean | 44.16422022 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.09211592216 |
| Sum | 25649475 |
| Variance | 463.6752825 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 9181 | 0.4% |
| 43 | 9126 | 0.4% |
| 42 | 9096 | 0.4% |
| 44 | 9082 | 0.4% |
| 46 | 9042 | 0.4% |
| 48 | 8978 | 0.4% |
| 40 | 8962 | 0.4% |
| 41 | 8881 | 0.4% |
| 47 | 8866 | 0.4% |
| 38 | 8864 | 0.4% |
| Other values (173) | 490697 | 21.7% |
| (Missing) | 1679893 |
| Value | Count | Frequency (%) |
| 0 | 375 | < 0.1% |
| 1 | 1338 | |
| 2 | 1575 | |
| 3 | 1968 | |
| 4 | 2632 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 197 | 1 | |
| 195 | 1 | |
| 192 | 1 |
mths_since_last_record
Real number (ℝ)
| Distinct | 129 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1901512 |
| Missing (%) | 84.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.31284177 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 1296 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 55 |
| median | 74 |
| Q3 | 92 |
| 95-th percentile | 113 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.46409448 |
|---|---|
| Coefficient of variation (CV) | 0.3659667333 |
| Kurtosis | -0.4147973573 |
| Mean | 72.31284177 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.3692538065 |
| Sum | 25971591 |
| Variance | 700.3482964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 5448 | 0.2% |
| 80 | 5434 | 0.2% |
| 82 | 5405 | 0.2% |
| 77 | 5356 | 0.2% |
| 76 | 5326 | 0.2% |
| 81 | 5278 | 0.2% |
| 78 | 5263 | 0.2% |
| 75 | 5262 | 0.2% |
| 72 | 5176 | 0.2% |
| 71 | 5164 | 0.2% |
| Other values (119) | 306044 | 13.5% |
| (Missing) | 1901512 |
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 162 | < 0.1% |
| 2 | 180 | < 0.1% |
| 3 | 316 | < 0.1% |
| 4 | 385 | < 0.1% |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 127 | 1 | < 0.1% |
| 126 | 4 | < 0.1% |
| 125 | 3 | < 0.1% |
| 124 | 13 |
mths_since_rcnt_il
Real number (ℝ)
| Distinct | 405 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 909924 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.22235672 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 653 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 72 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 26.0491867 |
|---|---|
| Coefficient of variation (CV) | 1.227440809 |
| Kurtosis | 17.41971902 |
| Mean | 21.22235672 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.432616292 |
| Sum | 28665971 |
| Variance | 678.5601279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 61397 | 2.7% |
| 4 | 60564 | 2.7% |
| 3 | 58975 | 2.6% |
| 6 | 57977 | 2.6% |
| 8 | 57851 | 2.6% |
| 5 | 57489 | 2.5% |
| 9 | 53488 | 2.4% |
| 13 | 51374 | 2.3% |
| 10 | 51180 | 2.3% |
| 2 | 50555 | 2.2% |
| Other values (395) | 789894 | |
| (Missing) | 909924 |
| Value | Count | Frequency (%) |
| 0 | 653 | < 0.1% |
| 1 | 27716 | |
| 2 | 50555 | |
| 3 | 58975 | |
| 4 | 60564 |
| Value | Count | Frequency (%) |
| 511 | 1 | |
| 507 | 1 | |
| 505 | 1 | |
| 503 | 1 | |
| 488 | 1 |
mths_since_recent_bc
Real number (ℝ)
| Distinct | 546 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 73412 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.84485081 |
| Minimum | 0 |
|---|---|
| Maximum | 661 |
| Zeros | 13450 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 89 |
| Maximum | 661 |
| Range | 661 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 32.31925269 |
|---|---|
| Coefficient of variation (CV) | 1.300843098 |
| Kurtosis | 20.67203482 |
| Mean | 24.84485081 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.507711335 |
| Sum | 54342049 |
| Variance | 1044.534095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 104912 | 4.6% |
| 2 | 102518 | 4.5% |
| 4 | 100529 | 4.4% |
| 5 | 94879 | 4.2% |
| 6 | 88025 | 3.9% |
| 7 | 83796 | 3.7% |
| 8 | 78467 | 3.5% |
| 9 | 72912 | 3.2% |
| 1 | 69999 | 3.1% |
| 10 | 68865 | 3.0% |
| Other values (536) | 1322354 | |
| (Missing) | 73412 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 13450 | 0.6% |
| 1 | 69999 | |
| 2 | 102518 | |
| 3 | 104912 | |
| 4 | 100529 |
| Value | Count | Frequency (%) |
| 661 | 1 | |
| 656 | 1 | |
| 640 | 1 | |
| 639 | 1 | |
| 628 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
| Distinct | 177 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1740967 |
| Missing (%) | 77.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.30308966 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 796 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 37 |
| Q3 | 57 |
| 95-th percentile | 77 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 22.61768864 |
|---|---|
| Coefficient of variation (CV) | 0.575468464 |
| Kurtosis | -0.6228222102 |
| Mean | 39.30308966 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.3340775888 |
| Sum | 20425855 |
| Variance | 511.5598394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 8060 | 0.4% |
| 28 | 8027 | 0.4% |
| 25 | 7934 | 0.4% |
| 35 | 7933 | 0.4% |
| 45 | 7906 | 0.3% |
| 22 | 7903 | 0.3% |
| 30 | 7895 | 0.3% |
| 44 | 7887 | 0.3% |
| 32 | 7883 | 0.3% |
| 19 | 7875 | 0.3% |
| Other values (167) | 440398 | 19.5% |
| (Missing) | 1740967 |
| Value | Count | Frequency (%) |
| 0 | 796 | < 0.1% |
| 1 | 2629 | |
| 2 | 2998 | |
| 3 | 4142 | |
| 4 | 4816 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 195 | 1 | |
| 194 | 1 | |
| 190 | 1 | |
| 189 | 1 |
mths_since_recent_inq
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 295435 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.024194078 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 168927 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.965411442 |
|---|---|
| Coefficient of variation (CV) | 0.8492663181 |
| Kurtosis | -0.03946573685 |
| Mean | 7.024194078 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8890161004 |
| Sum | 13804178 |
| Variance | 35.58613367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 212773 | 9.4% |
| 2 | 173553 | 7.7% |
| 0 | 168927 | 7.5% |
| 3 | 157363 | 7.0% |
| 4 | 143887 | 6.4% |
| 5 | 127796 | 5.7% |
| 6 | 114793 | 5.1% |
| 7 | 108912 | 4.8% |
| 8 | 96554 | 4.3% |
| 9 | 85028 | 3.8% |
| Other values (16) | 575647 | |
| (Missing) | 295435 |
| Value | Count | Frequency (%) |
| 0 | 168927 | |
| 1 | 212773 | |
| 2 | 173553 | |
| 3 | 157363 | |
| 4 | 143887 |
| Value | Count | Frequency (%) |
| 25 | 31 | < 0.1% |
| 24 | 9247 | |
| 23 | 18516 | |
| 22 | 20110 | |
| 21 | 22085 |
mths_since_recent_revol_delinq
Real number (ℝ)
| Distinct | 179 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1520309 |
| Missing (%) | 67.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.78222322 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 1321 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 51 |
| 95-th percentile | 76 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.30723894 |
|---|---|
| Coefficient of variation (CV) | 0.6234167957 |
| Kurtosis | -0.486454921 |
| Mean | 35.78222322 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4954874723 |
| Sum | 26491691 |
| Variance | 497.6129092 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 13402 | 0.6% |
| 13 | 13281 | 0.6% |
| 14 | 12802 | 0.6% |
| 15 | 12782 | 0.6% |
| 19 | 12542 | 0.6% |
| 16 | 12506 | 0.6% |
| 18 | 12500 | 0.6% |
| 9 | 12431 | 0.5% |
| 21 | 12324 | 0.5% |
| 22 | 12269 | 0.5% |
| Other values (169) | 613520 | |
| (Missing) | 1520309 |
| Value | Count | Frequency (%) |
| 0 | 1321 | 0.1% |
| 1 | 4821 | |
| 2 | 5792 | |
| 3 | 7817 | |
| 4 | 9073 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 197 | 1 | |
| 190 | 1 | |
| 188 | 1 | |
| 183 | 1 |
next_pymnt_d
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 106 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Mar-2019 | |
|---|---|
| Feb-2019 | 406 |
| Mar-2011 | 107 |
| Apr-2011 | 101 |
| Other values (101) | 2626 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Mar-2019 |
| 3rd row | Mar-2019 |
| 4th row | Mar-2019 |
| 5th row | Mar-2019 |
Common Values
| Value | Count | Frequency (%) |
| 1303607 | ||
| Mar-2019 | 953821 | |
| Feb-2019 | 406 | < 0.1% |
| Mar-2011 | 107 | < 0.1% |
| Apr-2011 | 101 | < 0.1% |
| Feb-2011 | 91 | < 0.1% |
| Jan-2011 | 79 | < 0.1% |
| Apr-2019 | 78 | < 0.1% |
| May-2011 | 77 | < 0.1% |
| Dec-2010 | 71 | < 0.1% |
| Other values (96) | 2230 | 0.1% |
num_accts_ever_120_pd
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5002081819 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1687416 |
| Zeros (%) | 74.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.350325678 |
|---|---|
| Coefficient of variation (CV) | 2.69952737 |
| Kurtosis | 52.39404559 |
| Mean | 0.5002081819 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.434771953 |
| Sum | 1095652 |
| Variance | 1.823379435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1687416 | |
| 1 | 270277 | 12.0% |
| 2 | 105854 | 4.7% |
| 3 | 48574 | 2.1% |
| 4 | 28665 | 1.3% |
| 5 | 17014 | 0.8% |
| 6 | 11075 | 0.5% |
| 7 | 7023 | 0.3% |
| 8 | 4555 | 0.2% |
| 9 | 2975 | 0.1% |
| Other values (34) | 6964 | 0.3% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1687416 | |
| 1 | 270277 | 12.0% |
| 2 | 105854 | 4.7% |
| 3 | 48574 | 2.1% |
| 4 | 28665 | 1.3% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 51 | 1 | |
| 45 | 1 | |
| 42 | 2 | |
| 39 | 2 |
num_actv_bc_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.676068941 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 50061 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.324646415 |
|---|---|
| Coefficient of variation (CV) | 0.6323729105 |
| Kurtosis | 4.647915181 |
| Mean | 3.676068941 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.476436002 |
| Sum | 8052032 |
| Variance | 5.403980957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 458887 | |
| 2 | 442726 | |
| 4 | 357154 | |
| 1 | 256818 | |
| 5 | 240636 | |
| 6 | 152238 | 6.7% |
| 7 | 91653 | 4.1% |
| 8 | 55107 | 2.4% |
| 0 | 50061 | 2.2% |
| 9 | 33163 | 1.5% |
| Other values (32) | 51949 | 2.3% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 50061 | 2.2% |
| 1 | 256818 | |
| 2 | 442726 | |
| 3 | 458887 | |
| 4 | 357154 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 48 | 2 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 |
num_actv_rev_tl
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.629467693 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 11439 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.382873759 |
|---|---|
| Coefficient of variation (CV) | 0.6009224927 |
| Kurtosis | 4.996738255 |
| Mean | 5.629467693 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.573518347 |
| Sum | 12330741 |
| Variance | 11.44383487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 333303 | |
| 3 | 308512 | |
| 5 | 303634 | |
| 6 | 248257 | |
| 2 | 213366 | |
| 7 | 191696 | |
| 8 | 141199 | |
| 9 | 102473 | 4.5% |
| 1 | 84992 | 3.8% |
| 10 | 72350 | 3.2% |
| Other values (47) | 190610 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 11439 | 0.5% |
| 1 | 84992 | 3.8% |
| 2 | 213366 | |
| 3 | 308512 | |
| 4 | 333303 |
| Value | Count | Frequency (%) |
| 72 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 59 | 3 | |
| 57 | 2 |
num_bc_sats
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 58590 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.774183294 |
| Minimum | 0 |
|---|---|
| Maximum | 71 |
| Zeros | 23661 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 71 |
| Range | 71 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.037921424 |
|---|---|
| Coefficient of variation (CV) | 0.636322746 |
| Kurtosis | 6.767222463 |
| Mean | 4.774183294 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.749103457 |
| Sum | 10513124 |
| Variance | 9.228966576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 380903 | |
| 4 | 359451 | |
| 2 | 304911 | |
| 5 | 289607 | |
| 6 | 215249 | |
| 7 | 151218 | 6.7% |
| 1 | 148636 | 6.6% |
| 8 | 103846 | 4.6% |
| 9 | 70471 | 3.1% |
| 10 | 47462 | 2.1% |
| Other values (50) | 130324 | 5.8% |
| (Missing) | 58590 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 23661 | 1.0% |
| 1 | 148636 | 6.6% |
| 2 | 304911 | |
| 3 | 380903 | |
| 4 | 359451 |
| Value | Count | Frequency (%) |
| 71 | 1 | |
| 69 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 61 | 1 |
num_bc_tl
Real number (ℝ)
| Distinct | 76 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.726401941 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 5701 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.701430113 |
|---|---|
| Coefficient of variation (CV) | 0.6084889382 |
| Kurtosis | 3.905674874 |
| Mean | 7.726401941 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.425565032 |
| Sum | 16923849 |
| Variance | 22.10344511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 231341 | |
| 6 | 222963 | |
| 4 | 222258 | |
| 7 | 203775 | |
| 3 | 183556 | |
| 8 | 180553 | |
| 9 | 152474 | 6.7% |
| 10 | 126591 | 5.6% |
| 2 | 120417 | 5.3% |
| 11 | 103389 | 4.6% |
| Other values (66) | 443075 |
| Value | Count | Frequency (%) |
| 0 | 5701 | 0.3% |
| 1 | 48219 | 2.1% |
| 2 | 120417 | |
| 3 | 183556 | |
| 4 | 222258 |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 85 | 1 | |
| 82 | 1 | |
| 79 | 1 | |
| 77 | 1 |
num_il_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 122 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.413438782 |
| Minimum | 0 |
|---|---|
| Maximum | 159 |
| Zeros | 68944 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 159 |
| Range | 159 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.359113771 |
|---|---|
| Coefficient of variation (CV) | 0.8746856026 |
| Kurtosis | 7.841626515 |
| Mean | 8.413438782 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.103554166 |
| Sum | 18428729 |
| Variance | 54.15655549 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 190600 | 8.4% |
| 3 | 190128 | 8.4% |
| 5 | 180396 | 8.0% |
| 2 | 173360 | 7.7% |
| 6 | 165370 | 7.3% |
| 7 | 147949 | 6.5% |
| 1 | 133227 | 5.9% |
| 8 | 129276 | 5.7% |
| 9 | 111342 | 4.9% |
| 10 | 96604 | 4.3% |
| Other values (112) | 672140 |
| Value | Count | Frequency (%) |
| 0 | 68944 | 3.0% |
| 1 | 133227 | |
| 2 | 173360 | |
| 3 | 190128 | |
| 4 | 190600 |
| Value | Count | Frequency (%) |
| 159 | 1 | |
| 150 | 1 | |
| 140 | 1 | |
| 138 | 1 | |
| 132 | 1 |
num_op_rev_tl
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.24652254 |
| Minimum | 0 |
|---|---|
| Maximum | 91 |
| Zeros | 1113 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 91 |
| Range | 91 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.683927892 |
|---|---|
| Coefficient of variation (CV) | 0.5679882483 |
| Kurtosis | 4.732174134 |
| Mean | 8.24652254 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.526702877 |
| Sum | 18063117 |
| Variance | 21.9391805 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 236912 | |
| 5 | 231071 | |
| 7 | 222688 | |
| 4 | 201987 | |
| 8 | 198673 | |
| 9 | 169770 | 7.5% |
| 3 | 145954 | 6.5% |
| 10 | 141418 | 6.3% |
| 11 | 114837 | 5.1% |
| 12 | 92236 | 4.1% |
| Other values (71) | 434846 |
| Value | Count | Frequency (%) |
| 0 | 1113 | < 0.1% |
| 1 | 18563 | 0.8% |
| 2 | 77763 | 3.4% |
| 3 | 145954 | |
| 4 | 201987 |
| Value | Count | Frequency (%) |
| 91 | 3 | |
| 86 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
num_rev_accts
Real number (ℝ)
| Distinct | 117 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70277 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.00462977 |
| Minimum | 0 |
|---|---|
| Maximum | 151 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 151 |
| Range | 151 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.038867538 |
|---|---|
| Coefficient of variation (CV) | 0.5740149987 |
| Kurtosis | 3.460986383 |
| Mean | 14.00462977 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.369541362 |
| Sum | 30675615 |
| Variance | 64.62339129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 132715 | 5.9% |
| 9 | 132157 | 5.8% |
| 8 | 129674 | 5.7% |
| 11 | 129189 | 5.7% |
| 12 | 123608 | 5.5% |
| 7 | 122058 | 5.4% |
| 13 | 116460 | 5.2% |
| 6 | 109695 | 4.9% |
| 14 | 107620 | 4.8% |
| 15 | 99544 | 4.4% |
| Other values (107) | 987671 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 19 | < 0.1% |
| 2 | 21211 | 0.9% |
| 3 | 44334 | |
| 4 | 69400 |
| Value | Count | Frequency (%) |
| 151 | 1 | |
| 143 | 1 | |
| 128 | 1 | |
| 127 | 2 | |
| 119 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.577950887 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 11252 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.293433856 |
|---|---|
| Coefficient of variation (CV) | 0.5904379444 |
| Kurtosis | 4.173233011 |
| Mean | 5.577950887 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.470687356 |
| Sum | 12217899 |
| Variance | 10.84670656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 335837 | |
| 3 | 310629 | |
| 5 | 306205 | |
| 6 | 249901 | |
| 2 | 214144 | |
| 7 | 192557 | |
| 8 | 141264 | |
| 9 | 102127 | 4.5% |
| 1 | 84778 | 3.8% |
| 10 | 71574 | 3.2% |
| Other values (40) | 181376 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 11252 | 0.5% |
| 1 | 84778 | 3.8% |
| 2 | 214144 | |
| 3 | 310629 | |
| 4 | 335837 |
| Value | Count | Frequency (%) |
| 65 | 1 | < 0.1% |
| 59 | 2 | |
| 55 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 3 |
num_sats
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 58590 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.62812988 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 61 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.644026548 |
|---|---|
| Coefficient of variation (CV) | 0.4853769784 |
| Kurtosis | 3.421898901 |
| Mean | 11.62812988 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.314627806 |
| Sum | 25606049 |
| Variance | 31.85503568 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 190842 | 8.4% |
| 10 | 185016 | 8.2% |
| 8 | 183966 | 8.1% |
| 11 | 170664 | 7.5% |
| 7 | 168032 | 7.4% |
| 12 | 153317 | 6.8% |
| 6 | 141290 | 6.2% |
| 13 | 133971 | 5.9% |
| 14 | 115266 | 5.1% |
| 5 | 105440 | 4.7% |
| Other values (81) | 654274 |
| Value | Count | Frequency (%) |
| 0 | 61 | < 0.1% |
| 1 | 1634 | 0.1% |
| 2 | 10216 | 0.5% |
| 3 | 30948 | |
| 4 | 65577 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
num_tl_120dpd_2m
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 153657 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0006373958181 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2105738 |
| Zeros (%) | 93.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.02710643324 |
|---|---|
| Coefficient of variation (CV) | 42.52684513 |
| Kurtosis | 5541.593233 |
| Mean | 0.0006373958181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 55.80984712 |
| Sum | 1343 |
| Variance | 0.0007347587232 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2105738 | |
| 1 | 1219 | 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 153657 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 2105738 | |
| 1 | 1219 | 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 46 |
num_tl_30dpd
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00281365162 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 2184561 |
| Zeros (%) | 96.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05616522447 |
|---|---|
| Coefficient of variation (CV) | 19.96168398 |
| Kurtosis | 622.4309597 |
| Mean | 0.00281365162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.51746312 |
| Sum | 6163 |
| Variance | 0.00315453244 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2184561 | |
| 1 | 5542 | 0.2% |
| 2 | 253 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 2184561 | |
| 1 | 5542 | 0.2% |
| 2 | 253 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 7 | < 0.1% |
| 3 | 29 | < 0.1% |
| 2 | 253 | < 0.1% |
| 1 | 5542 | 0.2% |
| 0 | 2184561 |
num_tl_90g_dpd_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08293766595 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 2073060 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4935732136 |
|---|---|
| Coefficient of variation (CV) | 5.951134602 |
| Kurtosis | 459.1979059 |
| Mean | 0.08293766595 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.90157353 |
| Sum | 181666 |
| Variance | 0.2436145172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2073060 | |
| 1 | 88450 | 3.9% |
| 2 | 16897 | 0.7% |
| 3 | 4672 | 0.2% |
| 4 | 2653 | 0.1% |
| 5 | 1398 | 0.1% |
| 6 | 1018 | < 0.1% |
| 7 | 604 | < 0.1% |
| 8 | 467 | < 0.1% |
| 9 | 340 | < 0.1% |
| Other values (24) | 833 | < 0.1% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 2073060 | |
| 1 | 88450 | 3.9% |
| 2 | 16897 | 0.7% |
| 3 | 4672 | 0.2% |
| 4 | 2653 | 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 35 | 1 |
num_tl_op_past_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.076755211 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 415975 |
| Zeros (%) | 18.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.830710765 |
|---|---|
| Coefficient of variation (CV) | 0.8815245798 |
| Kurtosis | 4.69604436 |
| Mean | 2.076755211 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.503461003 |
| Sum | 4548908 |
| Variance | 3.351501904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 558928 | |
| 2 | 483541 | |
| 0 | 415975 | |
| 3 | 335448 | |
| 4 | 195095 | 8.6% |
| 5 | 97421 | 4.3% |
| 6 | 48518 | 2.1% |
| 7 | 25934 | 1.1% |
| 8 | 13066 | 0.6% |
| 9 | 7131 | 0.3% |
| Other values (23) | 9335 | 0.4% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 415975 | |
| 1 | 558928 | |
| 2 | 483541 | |
| 3 | 335448 | |
| 4 | 195095 | 8.6% |
| Value | Count | Frequency (%) |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 2 | |
| 29 | 1 | < 0.1% |
| 28 | 4 |
open_acc
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.61240207 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 56 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.640861338 |
|---|---|
| Coefficient of variation (CV) | 0.4857618006 |
| Kurtosis | 3.446376782 |
| Mean | 11.61240207 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.315544951 |
| Sum | 26251449 |
| Variance | 31.81931664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 195762 | 8.7% |
| 10 | 189737 | 8.4% |
| 8 | 188717 | 8.3% |
| 11 | 175101 | 7.7% |
| 7 | 172834 | 7.6% |
| 12 | 157331 | 7.0% |
| 6 | 145444 | 6.4% |
| 13 | 137502 | 6.1% |
| 14 | 118314 | 5.2% |
| 5 | 108565 | 4.8% |
| Other values (81) | 671332 |
| Value | Count | Frequency (%) |
| 0 | 56 | < 0.1% |
| 1 | 1644 | 0.1% |
| 2 | 10860 | 0.5% |
| 3 | 32428 | |
| 4 | 67827 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
open_acc_6m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866130 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.934419858 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 627966 |
| Zeros (%) | 27.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.140699932 |
|---|---|
| Coefficient of variation (CV) | 1.220757374 |
| Kurtosis | 4.480970574 |
| Mean | 0.934419858 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.681378599 |
| Sum | 1303084 |
| Variance | 1.301196335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 627966 | |
| 1 | 434092 | |
| 2 | 204167 | 9.0% |
| 3 | 81147 | 3.6% |
| 4 | 29906 | 1.3% |
| 5 | 10643 | 0.5% |
| 6 | 3956 | 0.2% |
| 7 | 1556 | 0.1% |
| 8 | 625 | < 0.1% |
| 9 | 259 | < 0.1% |
| Other values (9) | 221 | < 0.1% |
| (Missing) | 866130 |
| Value | Count | Frequency (%) |
| 0 | 627966 | |
| 1 | 434092 | |
| 2 | 204167 | 9.0% |
| 3 | 81147 | 3.6% |
| 4 | 29906 | 1.3% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 9 |
open_act_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 54 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.779406671 |
| Minimum | 0 |
|---|---|
| Maximum | 57 |
| Zeros | 165848 |
| Zeros (%) | 7.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.000784358 |
|---|---|
| Coefficient of variation (CV) | 1.079649261 |
| Kurtosis | 13.71859618 |
| Mean | 2.779406671 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.976152472 |
| Sum | 3875991 |
| Variance | 9.004706761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 356302 | |
| 2 | 334086 | 14.8% |
| 3 | 209677 | 9.3% |
| 0 | 165848 | 7.3% |
| 4 | 112592 | 5.0% |
| 5 | 62357 | 2.8% |
| 6 | 37624 | 1.7% |
| 7 | 25961 | 1.1% |
| 8 | 19050 | 0.8% |
| 9 | 14849 | 0.7% |
| Other values (44) | 56193 | 2.5% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 165848 | |
| 1 | 356302 | |
| 2 | 334086 | |
| 3 | 209677 | |
| 4 | 112592 | 5.0% |
| Value | Count | Frequency (%) |
| 57 | 1 | |
| 56 | 1 | |
| 55 | 1 | |
| 53 | 1 | |
| 49 | 2 |
open_il_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6764314229 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 760254 |
| Zeros (%) | 33.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.925635427 |
|---|---|
| Coefficient of variation (CV) | 1.368409858 |
| Kurtosis | 5.428570249 |
| Mean | 0.6764314229 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.791122671 |
| Sum | 943310 |
| Variance | 0.8568009438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 760254 | |
| 1 | 418123 | |
| 2 | 152164 | 6.7% |
| 3 | 44170 | 2.0% |
| 4 | 13608 | 0.6% |
| 5 | 4309 | 0.2% |
| 6 | 1484 | 0.1% |
| 7 | 219 | < 0.1% |
| 8 | 97 | < 0.1% |
| 9 | 49 | < 0.1% |
| Other values (9) | 62 | < 0.1% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 760254 | |
| 1 | 418123 | |
| 2 | 152164 | 6.7% |
| 3 | 44170 | 2.0% |
| 4 | 13608 | 0.6% |
| Value | Count | Frequency (%) |
| 25 | 1 | |
| 21 | 1 | |
| 20 | 2 | |
| 15 | 1 | |
| 14 | 1 |
open_il_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.562751562 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 377489 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.578672095 |
|---|---|
| Coefficient of variation (CV) | 1.010187501 |
| Kurtosis | 6.489226867 |
| Mean | 1.562751562 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.760411311 |
| Sum | 2179318 |
| Variance | 2.492205585 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 439811 | |
| 0 | 377489 | |
| 2 | 284333 | 12.6% |
| 3 | 148127 | 6.6% |
| 4 | 72627 | 3.2% |
| 5 | 36227 | 1.6% |
| 6 | 17577 | 0.8% |
| 7 | 8851 | 0.4% |
| 8 | 4506 | 0.2% |
| 9 | 2262 | 0.1% |
| Other values (21) | 2729 | 0.1% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 377489 | |
| 1 | 439811 | |
| 2 | 284333 | |
| 3 | 148127 | 6.6% |
| 4 | 72627 | 3.2% |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 39 | 1 | |
| 31 | 1 | |
| 30 | 1 | |
| 28 | 1 |
open_rv_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.290133155 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 513716 |
| Zeros (%) | 22.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.506826647 |
|---|---|
| Coefficient of variation (CV) | 1.167962114 |
| Kurtosis | 7.794958019 |
| Mean | 1.290133155 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.019059937 |
| Sum | 1799141 |
| Variance | 2.270526544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 513716 | |
| 1 | 413897 | |
| 2 | 238188 | 10.5% |
| 3 | 118920 | 5.3% |
| 4 | 56137 | 2.5% |
| 5 | 26685 | 1.2% |
| 6 | 13085 | 0.6% |
| 7 | 6466 | 0.3% |
| 8 | 3218 | 0.1% |
| 9 | 1778 | 0.1% |
| Other values (19) | 2449 | 0.1% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 513716 | |
| 1 | 413897 | |
| 2 | 238188 | |
| 3 | 118920 | 5.3% |
| 4 | 56137 | 2.5% |
| Value | Count | Frequency (%) |
| 28 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 5 | |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
open_rv_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.749923093 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 223783 |
| Zeros (%) | 9.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.596910679 |
|---|---|
| Coefficient of variation (CV) | 0.9443575663 |
| Kurtosis | 8.208281738 |
| Mean | 2.749923093 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.977657369 |
| Sum | 3834875 |
| Variance | 6.743945077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 297887 | 13.2% |
| 2 | 267192 | 11.8% |
| 0 | 223783 | 9.9% |
| 3 | 200886 | 8.9% |
| 4 | 139066 | 6.2% |
| 5 | 92969 | 4.1% |
| 6 | 60078 | 2.7% |
| 7 | 39084 | 1.7% |
| 8 | 24997 | 1.1% |
| 9 | 16162 | 0.7% |
| Other values (40) | 32435 | 1.4% |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 223783 | |
| 1 | 297887 | |
| 2 | 267192 | |
| 3 | 200886 | |
| 4 | 139066 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 50 | 2 | |
| 49 | 1 |
orig_projected_additional_accrued_interest
Real number (ℝ)
| Distinct | 7313 |
|---|---|
| Distinct (%) | 86.8% |
| Missing | 2252242 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 454.8408023 |
| Minimum | 1.92 |
|---|---|
| Maximum | 2680.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1.92 |
|---|---|
| 5-th percentile | 62.1075 |
| Q1 | 174.9675 |
| median | 352.605 |
| Q3 | 622.7925 |
| 95-th percentile | 1188.945 |
| Maximum | 2680.89 |
| Range | 2678.97 |
| Interquartile range (IQR) | 447.825 |
Descriptive statistics
| Standard deviation | 375.8307374 |
|---|---|
| Coefficient of variation (CV) | 0.8262907274 |
| Kurtosis | 3.32701935 |
| Mean | 454.8408023 |
| Median Absolute Deviation (MAD) | 202.665 |
| Skewness | 1.599409071 |
| Sum | 3832488.6 |
| Variance | 141248.7432 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 283.77 | 5 | < 0.1% |
| 396.99 | 5 | < 0.1% |
| 200.37 | 4 | < 0.1% |
| 186.9 | 4 | < 0.1% |
| 449.13 | 4 | < 0.1% |
| 163.65 | 4 | < 0.1% |
| 154.77 | 4 | < 0.1% |
| 226.08 | 4 | < 0.1% |
| 145.68 | 4 | < 0.1% |
| 268.14 | 4 | < 0.1% |
| Other values (7303) | 8384 | 0.4% |
| (Missing) | 2252242 |
| Value | Count | Frequency (%) |
| 1.92 | 1 | |
| 4.41 | 1 | |
| 6.06 | 1 | |
| 6.45 | 1 | |
| 10.17 | 1 |
| Value | Count | Frequency (%) |
| 2680.89 | 1 | |
| 2679.15 | 1 | |
| 2535.66 | 1 | |
| 2513.04 | 1 | |
| 2486.94 | 1 |
out_prncp
Real number (ℝ)
| Distinct | 364399 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4446.292883 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 1312200 |
| Zeros (%) | 58.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6712.6325 |
| 95-th percentile | 21732.94 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 6712.6325 |
Descriptive statistics
| Standard deviation | 7547.611729 |
|---|---|
| Coefficient of variation (CV) | 1.697506648 |
| Kurtosis | 3.745122988 |
| Mean | 4446.292883 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.010716097 |
| Sum | 1.005159204 × 1010 |
| Variance | 56966442.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1312200 | |
| 8717.99 | 302 | < 0.1% |
| 9009.59 | 285 | < 0.1% |
| 8457.66 | 284 | < 0.1% |
| 9493.69 | 277 | < 0.1% |
| 8977.01 | 276 | < 0.1% |
| 9510.8 | 259 | < 0.1% |
| 9001.08 | 231 | < 0.1% |
| 9051.41 | 231 | < 0.1% |
| 8503.85 | 230 | < 0.1% |
| Other values (364389) | 946093 |
| Value | Count | Frequency (%) |
| 0 | 1312200 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 3 | < 0.1% |
| 0.04 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 3 | |
| 39982.36 | 1 | < 0.1% |
| 39800 | 1 | < 0.1% |
| 39662.62 | 1 | < 0.1% |
| 39616.66 | 1 | < 0.1% |
out_prncp_inv
Real number (ℝ)
| Distinct | 377353 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4445.294869 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 1312200 |
| Zeros (%) | 58.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6710.32 |
| 95-th percentile | 21729.82 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 6710.32 |
Descriptive statistics
| Standard deviation | 7546.656886 |
|---|---|
| Coefficient of variation (CV) | 1.697672957 |
| Kurtosis | 3.747150401 |
| Mean | 4445.294869 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.011121433 |
| Sum | 1.004933586 × 1010 |
| Variance | 56952030.16 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1312200 | |
| 8717.99 | 300 | < 0.1% |
| 8457.66 | 282 | < 0.1% |
| 9009.59 | 280 | < 0.1% |
| 9493.69 | 275 | < 0.1% |
| 8977.01 | 272 | < 0.1% |
| 9510.8 | 254 | < 0.1% |
| 8503.85 | 230 | < 0.1% |
| 9001.08 | 227 | < 0.1% |
| 9051.41 | 225 | < 0.1% |
| Other values (377343) | 946123 |
| Value | Count | Frequency (%) |
| 0 | 1312200 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 3 | < 0.1% |
| 0.04 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 3 | |
| 39982.36 | 1 | < 0.1% |
| 39800 | 1 | < 0.1% |
| 39662.62 | 1 | < 0.1% |
| 39616.66 | 1 | < 0.1% |
payment_plan_start_date
Categorical
IMBALANCE  MISSING 
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 95321 |
| Missing (%) | 4.2% |
| Memory size | 17.2 MiB |
| Sep-2017 | 1715 |
|---|---|
| Oct-2017 | 1629 |
| Nov-2017 | 640 |
| Oct-2018 | 538 |
| Other values (22) | 6091 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2154734 | ||
| Sep-2017 | 1715 | 0.1% |
| Oct-2017 | 1629 | 0.1% |
| Nov-2017 | 640 | < 0.1% |
| Oct-2018 | 538 | < 0.1% |
| Nov-2018 | 481 | < 0.1% |
| Aug-2018 | 456 | < 0.1% |
| Sep-2018 | 416 | < 0.1% |
| Dec-2017 | 413 | < 0.1% |
| Jun-2017 | 394 | < 0.1% |
| Other values (17) | 3931 | 0.2% |
| (Missing) | 95321 | 4.2% |
pct_tl_nvr_dlq
Real number (ℝ)
| Distinct | 690 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70431 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.11457646 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.3 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 9.036140361 |
|---|---|
| Coefficient of variation (CV) | 0.09601212374 |
| Kurtosis | 6.854075654 |
| Mean | 94.11457646 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.277944445 |
| Sum | 206133227.6 |
| Variance | 81.65183263 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 1106209 | |
| 90 | 29542 | 1.3% |
| 95 | 27840 | 1.2% |
| 96 | 24023 | 1.1% |
| 91.7 | 23278 | 1.0% |
| 90.9 | 23274 | 1.0% |
| 92.3 | 22822 | 1.0% |
| 88.9 | 22667 | 1.0% |
| 87.5 | 22258 | 1.0% |
| 92.9 | 22101 | 1.0% |
| Other values (680) | 866223 | |
| (Missing) | 70431 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 5 | 1 | < 0.1% |
| 5.9 | 1 | < 0.1% |
| 6.7 | 1 | < 0.1% |
| 7.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 1106209 | |
| 99.4 | 2 | < 0.1% |
| 99.3 | 1 | < 0.1% |
| 99.2 | 9 | < 0.1% |
| 99.1 | 15 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 284 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 75379 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.43512654 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 598711 |
| Zeros (%) | 26.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 37.5 |
| Q3 | 71.4 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 71.4 |
Descriptive statistics
| Standard deviation | 36.21615733 |
|---|---|
| Coefficient of variation (CV) | 0.85344761 |
| Kurtosis | -1.25565792 |
| Mean | 42.43512654 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 0.3091997107 |
| Sum | 92733015.24 |
| Variance | 1311.610051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 598711 | |
| 100 | 372700 | |
| 50 | 231935 | 10.3% |
| 33.3 | 147284 | 6.5% |
| 66.7 | 134722 | 6.0% |
| 25 | 97801 | 4.3% |
| 75 | 76405 | 3.4% |
| 20 | 64820 | 2.9% |
| 40 | 55574 | 2.5% |
| 60 | 47850 | 2.1% |
| Other values (274) | 357487 | |
| (Missing) | 75379 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 598711 | |
| 0.14 | 2 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.2 | 10 | < 0.1% |
| 0.25 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 372700 | |
| 95.8 | 1 | < 0.1% |
| 95.5 | 2 | < 0.1% |
| 95.2 | 2 | < 0.1% |
| 95 | 3 | < 0.1% |
policy_code
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 2260668 |
pub_rec
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1975277787 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 1902758 |
| Zeros (%) | 84.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5705150143 |
|---|---|
| Coefficient of variation (CV) | 2.888277377 |
| Kurtosis | 704.1159105 |
| Mean | 0.1975277787 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.37680843 |
| Sum | 446539 |
| Variance | 0.3254873815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1902758 | |
| 1 | 305390 | 13.5% |
| 2 | 34154 | 1.5% |
| 3 | 10567 | 0.5% |
| 4 | 3872 | 0.2% |
| 5 | 1843 | 0.1% |
| 6 | 933 | < 0.1% |
| 7 | 427 | < 0.1% |
| 8 | 243 | < 0.1% |
| 9 | 143 | < 0.1% |
| Other values (33) | 309 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1902758 | |
| 1 | 305390 | 13.5% |
| 2 | 34154 | 1.5% |
| 3 | 10567 | 0.5% |
| 4 | 3872 | 0.2% |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 54 | 1 | |
| 52 | 1 |
pub_rec_bankruptcies
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1365 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1281935181 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1987383 |
| Zeros (%) | 87.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3646129975 |
|---|---|
| Coefficient of variation (CV) | 2.844238951 |
| Kurtosis | 18.65787015 |
| Mean | 0.1281935181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.37118635 |
| Sum | 289628 |
| Variance | 0.1329426379 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1987383 | |
| 1 | 258444 | 11.4% |
| 2 | 10518 | 0.5% |
| 3 | 2131 | 0.1% |
| 4 | 541 | < 0.1% |
| 5 | 188 | < 0.1% |
| 6 | 60 | < 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 1365 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1987383 | |
| 1 | 258444 | 11.4% |
| 2 | 10518 | 0.5% |
| 3 | 2131 | 0.1% |
| 4 | 541 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 10 | |
| 7 | 23 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 50445 |
| Other values (9) | 125478 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | debt_consolidation |
| 4th row | debt_consolidation |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1277877 | |
| credit_card | 516971 | |
| home_improvement | 150457 | 6.7% |
| other | 139440 | 6.2% |
| major_purchase | 50445 | 2.2% |
| medical | 27488 | 1.2% |
| small_business | 24689 | 1.1% |
| car | 24013 | 1.1% |
| vacation | 15525 | 0.7% |
| moving | 15403 | 0.7% |
| Other values (4) | 18360 | 0.8% |
pymnt_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| n | |
|---|---|
| y | 682 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | n |
|---|---|
| 2nd row | n |
| 3rd row | n |
| 4th row | n |
| 5th row | n |
Common Values
| Value | Count | Frequency (%) |
| n | 2259986 | |
| y | 682 | < 0.1% |
Common Values (Plot)
recoveries
Real number (ℝ)
| Distinct | 127920 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136.0739977 |
| Minimum | 0 |
|---|---|
| Maximum | 39859.55 |
| Zeros | 2083167 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 804.91 |
| Maximum | 39859.55 |
| Range | 39859.55 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 725.8316778 |
|---|---|
| Coefficient of variation (CV) | 5.334095347 |
| Kurtosis | 213.5673225 |
| Mean | 136.0739977 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.99948243 |
| Sum | 307618132.2 |
| Variance | 526831.6246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2083167 | |
| 100 | 820 | < 0.1% |
| 50 | 787 | < 0.1% |
| 150 | 615 | < 0.1% |
| 200 | 470 | < 0.1% |
| 25 | 350 | < 0.1% |
| 75 | 305 | < 0.1% |
| 250 | 299 | < 0.1% |
| 300 | 294 | < 0.1% |
| 400 | 209 | < 0.1% |
| Other values (127910) | 173352 | 7.7% |
| Value | Count | Frequency (%) |
| 0 | 2083167 | |
| 0.01 | 14 | < 0.1% |
| 0.02 | 16 | < 0.1% |
| 0.03 | 25 | < 0.1% |
| 0.04 | 39 | < 0.1% |
| Value | Count | Frequency (%) |
| 39859.55 | 1 | |
| 39444.37 | 1 | |
| 37153.46 | 1 | |
| 36578.54 | 1 | |
| 35581.88 | 1 |
revol_bal
Real number (ℝ)
| Distinct | 102251 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16658.45808 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 12562 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1572 |
| Q1 | 5950 |
| median | 11324 |
| Q3 | 20246 |
| 95-th percentile | 45164 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14296 |
Descriptive statistics
| Standard deviation | 22948.30503 |
|---|---|
| Coefficient of variation (CV) | 1.377576779 |
| Kurtosis | 643.1980554 |
| Mean | 16658.45808 |
| Median Absolute Deviation (MAD) | 6381 |
| Skewness | 13.23198843 |
| Sum | 3.765924311 × 1010 |
| Variance | 526624703.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12562 | 0.6% |
| 8 | 216 | < 0.1% |
| 10 | 170 | < 0.1% |
| 2 | 169 | < 0.1% |
| 5 | 160 | < 0.1% |
| 5235 | 160 | < 0.1% |
| 6312 | 158 | < 0.1% |
| 5849 | 158 | < 0.1% |
| 5265 | 156 | < 0.1% |
| 6118 | 156 | < 0.1% |
| Other values (102241) | 2246603 |
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 123 | < 0.1% |
| 2 | 169 | < 0.1% |
| 3 | 151 | < 0.1% |
| 4 | 153 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 2559552 | 1 | |
| 2358150 | 1 |
revol_bal_joint
Real number (ℝ)
| Distinct | 56875 |
|---|---|
| Distinct (%) | 52.7% |
| Missing | 2152648 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33617.27885 |
| Minimum | 0 |
|---|---|
| Maximum | 1110019 |
| Zeros | 106 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5358 |
| Q1 | 15106.75 |
| median | 26516.5 |
| Q3 | 43769 |
| 95-th percentile | 85002.05 |
| Maximum | 1110019 |
| Range | 1110019 |
| Interquartile range (IQR) | 28662.25 |
Descriptive statistics
| Standard deviation | 28153.87431 |
|---|---|
| Coefficient of variation (CV) | 0.8374822495 |
| Kurtosis | 32.57097407 |
| Mean | 33617.27885 |
| Median Absolute Deviation (MAD) | 13296 |
| Skewness | 3.024207091 |
| Sum | 3631338461 |
| Variance | 792640638.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 106 | < 0.1% |
| 20804 | 10 | < 0.1% |
| 13274 | 9 | < 0.1% |
| 11771 | 9 | < 0.1% |
| 26505 | 9 | < 0.1% |
| 22263 | 9 | < 0.1% |
| 12149 | 9 | < 0.1% |
| 19973 | 9 | < 0.1% |
| 20811 | 9 | < 0.1% |
| 10041 | 9 | < 0.1% |
| Other values (56865) | 107832 | 4.8% |
| (Missing) | 2152648 |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1110019 | 1 | |
| 517755 | 1 | |
| 476826 | 1 | |
| 426860 | 1 | |
| 412216 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1430 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.33769625 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 13069 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 31.5 |
| median | 50.3 |
| Q3 | 69.4 |
| 95-th percentile | 91 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.9 |
Descriptive statistics
| Standard deviation | 24.71307332 |
|---|---|
| Coefficient of variation (CV) | 0.4909456563 |
| Kurtosis | -0.2226717499 |
| Mean | 50.33769625 |
| Median Absolute Deviation (MAD) | 18.9 |
| Skewness | 0.01255594308 |
| Sum | 113706110.6 |
| Variance | 610.735993 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13069 | 0.6% |
| 57 | 4324 | 0.2% |
| 48 | 4283 | 0.2% |
| 59 | 4272 | 0.2% |
| 61 | 4223 | 0.2% |
| 54 | 4190 | 0.2% |
| 58 | 4188 | 0.2% |
| 53 | 4185 | 0.2% |
| 55 | 4181 | 0.2% |
| 51 | 4175 | 0.2% |
| Other values (1420) | 2207776 |
| Value | Count | Frequency (%) |
| 0 | 13069 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 366.6 | 1 | |
| 193 | 1 | |
| 191 | 1 | |
| 184.6 | 1 |
sec_app_chargeoff_within_12_mths
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0463520982 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 105117 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4114960112 |
|---|---|
| Coefficient of variation (CV) | 8.877613467 |
| Kurtosis | 640.9638779 |
| Mean | 0.0463520982 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.27699345 |
| Sum | 5007 |
| Variance | 0.1693289673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 105117 | 4.6% |
| 1 | 2073 | 0.1% |
| 2 | 429 | < 0.1% |
| 3 | 146 | < 0.1% |
| 4 | 90 | < 0.1% |
| 5 | 57 | < 0.1% |
| 6 | 30 | < 0.1% |
| 7 | 20 | < 0.1% |
| 10 | 14 | < 0.1% |
| 8 | 12 | < 0.1% |
| Other values (12) | 33 | < 0.1% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 105117 | |
| 1 | 2073 | 0.1% |
| 2 | 429 | < 0.1% |
| 3 | 146 | < 0.1% |
| 4 | 90 | < 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | |
| 20 | 2 | |
| 19 | 1 | |
| 18 | 2 | |
| 17 | 2 |
sec_app_collections_12_mths_ex_med
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07756825062 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 101793 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4079956247 |
|---|---|
| Coefficient of variation (CV) | 5.25982759 |
| Kurtosis | 362.2128631 |
| Mean | 0.07756825062 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.30092154 |
| Sum | 8379 |
| Variance | 0.1664604298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 101793 | 4.5% |
| 1 | 5039 | 0.2% |
| 2 | 799 | < 0.1% |
| 3 | 204 | < 0.1% |
| 4 | 79 | < 0.1% |
| 5 | 31 | < 0.1% |
| 6 | 25 | < 0.1% |
| 8 | 15 | < 0.1% |
| 10 | 11 | < 0.1% |
| 7 | 7 | < 0.1% |
| Other values (8) | 18 | < 0.1% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 101793 | |
| 1 | 5039 | 0.2% |
| 2 | 799 | < 0.1% |
| 3 | 204 | < 0.1% |
| 4 | 79 | < 0.1% |
| Value | Count | Frequency (%) |
| 23 | 1 | |
| 19 | 1 | |
| 18 | 1 | |
| 16 | 1 | |
| 15 | 2 |
sec_app_earliest_cr_line
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 664 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Aug-2006 | 998 |
|---|---|
| Aug-2005 | 894 |
| Sep-2006 | 894 |
| Sep-2005 | 889 |
| Other values (659) | 104346 |
Unique
| Unique | 48 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2152647 | ||
| Aug-2006 | 998 | < 0.1% |
| Aug-2005 | 894 | < 0.1% |
| Sep-2006 | 894 | < 0.1% |
| Sep-2005 | 889 | < 0.1% |
| Sep-2004 | 848 | < 0.1% |
| Aug-2004 | 822 | < 0.1% |
| Oct-2005 | 816 | < 0.1% |
| Aug-2007 | 804 | < 0.1% |
| Jul-2006 | 768 | < 0.1% |
| Other values (654) | 100288 | 4.4% |
sec_app_inq_last_6mths
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6332564964 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 65252 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9934011556 |
|---|---|
| Coefficient of variation (CV) | 1.56871846 |
| Kurtosis | 5.007834225 |
| Mean | 0.6332564964 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.04610811 |
| Sum | 68405 |
| Variance | 0.986845856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65252 | 2.9% |
| 1 | 26964 | 1.2% |
| 2 | 9698 | 0.4% |
| 3 | 3643 | 0.2% |
| 4 | 1509 | 0.1% |
| 5 | 650 | < 0.1% |
| 6 | 305 | < 0.1% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 65252 | |
| 1 | 26964 | |
| 2 | 9698 | 0.4% |
| 3 | 3643 | 0.2% |
| 4 | 1509 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 305 | < 0.1% |
| 5 | 650 | < 0.1% |
| 4 | 1509 | 0.1% |
| 3 | 3643 | 0.2% |
| 2 | 9698 |
sec_app_mort_acc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.538997047 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 42218 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.760568571 |
|---|---|
| Coefficient of variation (CV) | 1.143971377 |
| Kurtosis | 3.510018466 |
| Mean | 1.538997047 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.451643251 |
| Sum | 166244 |
| Variance | 3.099601694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42218 | 1.9% |
| 1 | 21072 | 0.9% |
| 2 | 17790 | 0.8% |
| 3 | 12141 | 0.5% |
| 4 | 7379 | 0.3% |
| 5 | 3926 | 0.2% |
| 6 | 1939 | 0.1% |
| 7 | 851 | < 0.1% |
| 8 | 373 | < 0.1% |
| 9 | 165 | < 0.1% |
| Other values (13) | 167 | < 0.1% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 42218 | |
| 1 | 21072 | |
| 2 | 17790 | |
| 3 | 12141 | 0.5% |
| 4 | 7379 | 0.3% |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 23 | 1 | |
| 22 | 1 | |
| 20 | 1 | |
| 18 | 2 |
sec_app_mths_since_last_major_derog
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2224726 |
| Missing (%) | 98.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.93792777 |
| Minimum | 0 |
|---|---|
| Maximum | 185 |
| Zeros | 399 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 16 |
| median | 36 |
| Q3 | 56 |
| 95-th percentile | 76 |
| Maximum | 185 |
| Range | 185 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 23.92458363 |
|---|---|
| Coefficient of variation (CV) | 0.6476969629 |
| Kurtosis | -0.7008442253 |
| Mean | 36.93792777 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.28522913 |
| Sum | 1327623 |
| Variance | 572.385702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1104 | < 0.1% |
| 2 | 633 | < 0.1% |
| 8 | 575 | < 0.1% |
| 5 | 552 | < 0.1% |
| 13 | 523 | < 0.1% |
| 9 | 522 | < 0.1% |
| 15 | 509 | < 0.1% |
| 4 | 509 | < 0.1% |
| 43 | 507 | < 0.1% |
| 14 | 504 | < 0.1% |
| Other values (130) | 30004 | 1.3% |
| (Missing) | 2224726 |
| Value | Count | Frequency (%) |
| 0 | 399 | < 0.1% |
| 1 | 1104 | |
| 2 | 633 | |
| 3 | 484 | |
| 4 | 509 |
| Value | Count | Frequency (%) |
| 185 | 1 | |
| 159 | 1 | |
| 153 | 1 | |
| 147 | 1 | |
| 143 | 1 |
sec_app_num_rev_accts
Real number (ℝ)
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.53307227 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 580 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 28 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.150963551 |
|---|---|
| Coefficient of variation (CV) | 0.650356383 |
| Kurtosis | 3.823558297 |
| Mean | 12.53307227 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.429661781 |
| Sum | 1353835 |
| Variance | 66.43820681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 6639 | 0.3% |
| 9 | 6543 | 0.3% |
| 7 | 6473 | 0.3% |
| 10 | 6282 | 0.3% |
| 6 | 6221 | 0.3% |
| 11 | 5880 | 0.3% |
| 5 | 5619 | 0.2% |
| 12 | 5569 | 0.2% |
| 13 | 5178 | 0.2% |
| 4 | 4922 | 0.2% |
| Other values (76) | 48695 | 2.2% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 580 | < 0.1% |
| 1 | 1741 | 0.1% |
| 2 | 2730 | |
| 3 | 3822 | |
| 4 | 4922 |
| Value | Count | Frequency (%) |
| 106 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 92 | 1 | |
| 90 | 1 |
sec_app_open_acc
Real number (ℝ)
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.46945501 |
| Minimum | 0 |
|---|---|
| Maximum | 82 |
| Zeros | 95 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 24 |
| Maximum | 82 |
| Range | 82 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.627271136 |
|---|---|
| Coefficient of variation (CV) | 0.5778191839 |
| Kurtosis | 2.577122093 |
| Mean | 11.46945501 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.187173558 |
| Sum | 1238942 |
| Variance | 43.92072271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 7711 | 0.3% |
| 8 | 7690 | 0.3% |
| 7 | 7336 | 0.3% |
| 10 | 7297 | 0.3% |
| 11 | 6786 | 0.3% |
| 6 | 6640 | 0.3% |
| 12 | 6331 | 0.3% |
| 5 | 5889 | 0.3% |
| 13 | 5623 | 0.2% |
| 14 | 5030 | 0.2% |
| Other values (57) | 41688 | 1.8% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 95 | < 0.1% |
| 1 | 1499 | 0.1% |
| 2 | 2553 | |
| 3 | 3740 | |
| 4 | 4812 |
| Value | Count | Frequency (%) |
| 82 | 1 | |
| 73 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 65 | 1 |
sec_app_open_act_il
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152647 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.010553503 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 14376 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.275893064 |
|---|---|
| Coefficient of variation (CV) | 1.088136471 |
| Kurtosis | 11.81614557 |
| Mean | 3.010553503 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.800302479 |
| Sum | 325203 |
| Variance | 10.73147537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 24089 | 1.1% |
| 2 | 23099 | 1.0% |
| 3 | 16430 | 0.7% |
| 0 | 14376 | 0.6% |
| 4 | 9942 | 0.4% |
| 5 | 5905 | 0.3% |
| 6 | 3593 | 0.2% |
| 7 | 2361 | 0.1% |
| 8 | 1684 | 0.1% |
| 9 | 1307 | 0.1% |
| Other values (30) | 5235 | 0.2% |
| (Missing) | 2152647 |
| Value | Count | Frequency (%) |
| 0 | 14376 | |
| 1 | 24089 | |
| 2 | 23099 | |
| 3 | 16430 | |
| 4 | 9942 |
| Value | Count | Frequency (%) |
| 43 | 1 | < 0.1% |
| 39 | 4 | |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
sec_app_revol_util
Real number (ℝ)
| Distinct | 1216 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 2154484 |
| Missing (%) | 95.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.16910081 |
| Minimum | 0 |
|---|---|
| Maximum | 434.3 |
| Zeros | 1182 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.4 |
| Q1 | 39.8 |
| median | 60.2 |
| Q3 | 78.6 |
| 95-th percentile | 95.9 |
| Maximum | 434.3 |
| Range | 434.3 |
| Interquartile range (IQR) | 38.8 |
Descriptive statistics
| Standard deviation | 25.54821161 |
|---|---|
| Coefficient of variation (CV) | 0.4392058887 |
| Kurtosis | -0.1960062169 |
| Mean | 58.16910081 |
| Median Absolute Deviation (MAD) | 19.3 |
| Skewness | -0.2564452211 |
| Sum | 6176627.8 |
| Variance | 652.7111167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1182 | 0.1% |
| 59.4 | 180 | < 0.1% |
| 62.4 | 179 | < 0.1% |
| 67.2 | 174 | < 0.1% |
| 70.1 | 173 | < 0.1% |
| 77.9 | 172 | < 0.1% |
| 70.7 | 170 | < 0.1% |
| 73.5 | 170 | < 0.1% |
| 68.8 | 170 | < 0.1% |
| 69.8 | 168 | < 0.1% |
| Other values (1206) | 103446 | 4.6% |
| (Missing) | 2154484 |
| Value | Count | Frequency (%) |
| 0 | 1182 | |
| 0.1 | 58 | < 0.1% |
| 0.2 | 36 | < 0.1% |
| 0.3 | 42 | < 0.1% |
| 0.4 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 434.3 | 1 | |
| 235.3 | 1 | |
| 212.6 | 1 | |
| 191 | 1 | |
| 184.2 | 1 |
settlement_amount
Real number (ℝ)
| Distinct | 21519 |
|---|---|
| Distinct (%) | 65.1% |
| Missing | 2227612 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5030.606922 |
| Minimum | 44.21 |
|---|---|
| Maximum | 33601 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 44.21 |
|---|---|
| 5-th percentile | 794 |
| Q1 | 2227 |
| median | 4172.855 |
| Q3 | 6870.7825 |
| 95-th percentile | 12375.5875 |
| Maximum | 33601 |
| Range | 33556.79 |
| Interquartile range (IQR) | 4643.7825 |
Descriptive statistics
| Standard deviation | 3692.027842 |
|---|---|
| Coefficient of variation (CV) | 0.7339130047 |
| Kurtosis | 2.172350055 |
| Mean | 5030.606922 |
| Median Absolute Deviation (MAD) | 2205.035 |
| Skewness | 1.307812535 |
| Sum | 166291742.4 |
| Variance | 13631069.58 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 63 | < 0.1% |
| 4000 | 51 | < 0.1% |
| 3000 | 49 | < 0.1% |
| 6000 | 49 | < 0.1% |
| 8000 | 44 | < 0.1% |
| 10000 | 44 | < 0.1% |
| 7000 | 41 | < 0.1% |
| 3500 | 39 | < 0.1% |
| 6500 | 35 | < 0.1% |
| 7500 | 33 | < 0.1% |
| Other values (21509) | 32608 | 1.4% |
| (Missing) | 2227612 |
| Value | Count | Frequency (%) |
| 44.21 | 1 | |
| 60.84 | 1 | |
| 82.96 | 1 | |
| 107 | 1 | |
| 120 | 1 |
| Value | Count | Frequency (%) |
| 33601 | 1 | |
| 30000 | 1 | |
| 28503 | 1 | |
| 28000 | 1 | |
| 27850 | 1 |
settlement_date
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 90 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 92352 |
| Missing (%) | 4.1% |
| Memory size | 17.2 MiB |
| Jan-2019 | 1725 |
|---|---|
| Oct-2018 | 1532 |
| Mar-2018 | 1407 |
| Sep-2018 | 1406 |
| Other values (85) | 26986 |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2135260 | ||
| Jan-2019 | 1725 | 0.1% |
| Oct-2018 | 1532 | 0.1% |
| Mar-2018 | 1407 | 0.1% |
| Sep-2018 | 1406 | 0.1% |
| Nov-2018 | 1400 | 0.1% |
| Jun-2018 | 1396 | 0.1% |
| Jan-2018 | 1391 | 0.1% |
| Aug-2018 | 1388 | 0.1% |
| May-2018 | 1361 | 0.1% |
| Other values (80) | 20050 | 0.9% |
| (Missing) | 92352 | 4.1% |
settlement_percentage
Real number (ℝ)
| Distinct | 2045 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 2227612 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.77559959 |
| Minimum | 0.2 |
|---|---|
| Maximum | 521.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 45 |
| median | 45 |
| Q3 | 50 |
| 95-th percentile | 60.01 |
| Maximum | 521.35 |
| Range | 521.15 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 7.336378604 |
|---|---|
| Coefficient of variation (CV) | 0.1535591111 |
| Kurtosis | 534.1818854 |
| Mean | 47.77559959 |
| Median Absolute Deviation (MAD) | 4.835 |
| Skewness | 9.32180216 |
| Sum | 1579270.22 |
| Variance | 53.82245102 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 11612 | 0.5% |
| 50 | 5539 | 0.2% |
| 40 | 2131 | 0.1% |
| 45.01 | 1567 | 0.1% |
| 60 | 1230 | 0.1% |
| 55 | 1089 | < 0.1% |
| 50.01 | 988 | < 0.1% |
| 44.99 | 821 | < 0.1% |
| 65 | 678 | < 0.1% |
| 49.99 | 457 | < 0.1% |
| Other values (2035) | 6944 | 0.3% |
| (Missing) | 2227612 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | |
| 0.45 | 1 | |
| 0.55 | 1 | |
| 0.65 | 1 | |
| 10.69 | 1 |
| Value | Count | Frequency (%) |
| 521.35 | 1 | < 0.1% |
| 184.36 | 1 | < 0.1% |
| 166.67 | 1 | < 0.1% |
| 100 | 3 | |
| 98.57 | 1 | < 0.1% |
settlement_status
Categorical
IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 92352 |
| Missing (%) | 4.1% |
| Memory size | 17.2 MiB |
| ACTIVE | 14811 |
|---|---|
| COMPLETE | 13517 |
| BROKEN | 4728 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2135260 | ||
| ACTIVE | 14811 | 0.7% |
| COMPLETE | 13517 | 0.6% |
| BROKEN | 4728 | 0.2% |
| (Missing) | 92352 | 4.1% |
Common Values (Plot)
settlement_term
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2227612 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.14859632 |
| Minimum | 0 |
|---|---|
| Maximum | 181 |
| Zeros | 2729 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 181 |
| Range | 181 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.192318686 |
|---|---|
| Coefficient of variation (CV) | 0.6230565215 |
| Kurtosis | 5.776580814 |
| Mean | 13.14859632 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.1863272482 |
| Sum | 434640 |
| Variance | 67.11408546 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 6608 | 0.3% |
| 24 | 6194 | 0.3% |
| 12 | 4662 | 0.2% |
| 1 | 3021 | 0.1% |
| 0 | 2729 | 0.1% |
| 6 | 1907 | 0.1% |
| 16 | 1394 | 0.1% |
| 10 | 1166 | 0.1% |
| 8 | 1067 | < 0.1% |
| 14 | 931 | < 0.1% |
| Other values (30) | 3377 | 0.1% |
| (Missing) | 2227612 |
| Value | Count | Frequency (%) |
| 0 | 2729 | |
| 1 | 3021 | |
| 2 | 270 | < 0.1% |
| 3 | 237 | < 0.1% |
| 4 | 514 | < 0.1% |
| Value | Count | Frequency (%) |
| 181 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
| 65 | 3 | |
| 60 | 1 | < 0.1% |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| C1 | 145903 |
|---|---|
| B5 | 140288 |
| B4 | 139793 |
| B3 | 131514 |
| C2 | 131116 |
| Other values (30) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C1 |
|---|---|
| 2nd row | D2 |
| 3rd row | D1 |
| 4th row | D2 |
| 5th row | C4 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 145903 | 6.5% |
| B5 | 140288 | 6.2% |
| B4 | 139793 | 6.2% |
| B3 | 131514 | 5.8% |
| C2 | 131116 | 5.8% |
| C3 | 129193 | 5.7% |
| C4 | 127115 | 5.6% |
| B2 | 126621 | 5.6% |
| B1 | 125341 | 5.5% |
| C5 | 116726 | 5.2% |
| Other values (25) | 947058 |
tax_liens
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 105 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04677109198 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 2195933 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.377533821 |
|---|---|
| Coefficient of variation (CV) | 8.071947971 |
| Kurtosis | 3476.326736 |
| Mean | 0.04677109198 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.07091145 |
| Sum | 105729 |
| Variance | 0.142531786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2195933 | |
| 1 | 43638 | 1.9% |
| 2 | 12172 | 0.5% |
| 3 | 4456 | 0.2% |
| 4 | 2007 | 0.1% |
| 5 | 1026 | < 0.1% |
| 6 | 557 | < 0.1% |
| 7 | 265 | < 0.1% |
| 8 | 160 | < 0.1% |
| 9 | 103 | < 0.1% |
| Other values (32) | 246 | < 0.1% |
| (Missing) | 105 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2195933 | |
| 1 | 43638 | 1.9% |
| 2 | 12172 | 0.5% |
| 3 | 4456 | 0.2% |
| 4 | 2007 | 0.1% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 53 | 1 | |
| 52 | 1 |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| 36 months | |
|---|---|
| 60 months |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 1609754 | |
| 60 months | 650914 |
Common Values (Plot)
title
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 61465 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| Debt consolidation | |
|---|---|
| Credit card refinancing | |
| Home improvement | |
| Other | |
| Major purchase | 44840 |
| Other values (61460) |
Unique
| Unique | 52514 ? |
|---|---|
| Unique (%) | 2.3% |
Sample
| 1st row | Debt consolidation |
|---|---|
| 2nd row | Debt consolidation |
| 3rd row | Debt consolidation |
| 4th row | Debt consolidation |
| 5th row | Debt consolidation |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 1153644 | |
| Credit card refinancing | 469701 | |
| Home improvement | 137495 | 6.1% |
| Other | 127714 | 5.6% |
| Major purchase | 44840 | 2.0% |
| Medical expenses | 25389 | 1.1% |
| 23322 | 1.0% | |
| Business | 20822 | 0.9% |
| Car financing | 20526 | 0.9% |
| Debt Consolidation | 16417 | 0.7% |
| Other values (61455) | 220797 | 9.8% |
tot_coll_amt
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 15574 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 232.7317389 |
| Minimum | 0 |
|---|---|
| Maximum | 9152545 |
| Zeros | 1856129 |
| Zeros (%) | 82.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 786 |
| Maximum | 9152545 |
| Range | 9152545 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8518.461819 |
|---|---|
| Coefficient of variation (CV) | 36.60206322 |
| Kurtosis | 803765.2461 |
| Mean | 232.7317389 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 852.0101323 |
| Sum | 509773739 |
| Variance | 72564191.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1856129 | |
| 50 | 3924 | 0.2% |
| 100 | 3250 | 0.1% |
| 75 | 2489 | 0.1% |
| 200 | 1911 | 0.1% |
| 150 | 1904 | 0.1% |
| 60 | 1791 | 0.1% |
| 70 | 1457 | 0.1% |
| 80 | 1411 | 0.1% |
| 55 | 1247 | 0.1% |
| Other values (15564) | 314879 | 13.9% |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1856129 | |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9152545 | 1 | |
| 6214661 | 1 | |
| 5252395 | 1 | |
| 932461 | 1 | |
| 848438 | 1 |
tot_cur_bal
Real number (ℝ)
| Distinct | 487688 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 142492.1952 |
| Minimum | 0 |
|---|---|
| Maximum | 9971659 |
| Zeros | 959 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8195.55 |
| Q1 | 29092 |
| median | 79240 |
| Q3 | 213204 |
| 95-th percentile | 441856.45 |
| Maximum | 9971659 |
| Range | 9971659 |
| Interquartile range (IQR) | 184112 |
Descriptive statistics
| Standard deviation | 160692.6406 |
|---|---|
| Coefficient of variation (CV) | 1.12772942 |
| Kurtosis | 33.33453308 |
| Mean | 142492.1952 |
| Median Absolute Deviation (MAD) | 63035 |
| Skewness | 2.974725283 |
| Sum | 3.121137644 × 1011 |
| Variance | 2.582212475 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 959 | < 0.1% |
| 14186 | 41 | < 0.1% |
| 23772 | 39 | < 0.1% |
| 20275 | 39 | < 0.1% |
| 25197 | 38 | < 0.1% |
| 22831 | 38 | < 0.1% |
| 19923 | 38 | < 0.1% |
| 23442 | 38 | < 0.1% |
| 23607 | 38 | < 0.1% |
| 20317 | 38 | < 0.1% |
| Other values (487678) | 2189086 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 959 | |
| 1 | 13 | < 0.1% |
| 2 | 15 | < 0.1% |
| 3 | 19 | < 0.1% |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 9971659 | 1 | |
| 8524709 | 1 | |
| 8000078 | 1 | |
| 5752177 | 1 | |
| 5445012 | 1 |
tot_hi_cred_lim
Real number (ℝ)
| Distinct | 529972 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178242.7537 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 70 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18830 |
| Q1 | 50731 |
| median | 114298.5 |
| Q3 | 257755 |
| 95-th percentile | 510883.8 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 207024 |
Descriptive statistics
| Standard deviation | 181574.8147 |
|---|---|
| Coefficient of variation (CV) | 1.018693949 |
| Kurtosis | 84.33085943 |
| Mean | 178242.7537 |
| Median Absolute Deviation (MAD) | 79017.5 |
| Skewness | 3.829997886 |
| Sum | 3.904215019 × 1011 |
| Variance | 3.296941332 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12500 | 716 | < 0.1% |
| 15000 | 712 | < 0.1% |
| 15500 | 697 | < 0.1% |
| 19000 | 696 | < 0.1% |
| 16500 | 690 | < 0.1% |
| 16000 | 690 | < 0.1% |
| 13500 | 690 | < 0.1% |
| 11000 | 686 | < 0.1% |
| 13000 | 684 | < 0.1% |
| 17500 | 684 | < 0.1% |
| Other values (529962) | 2183447 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 70 | |
| 100 | 1 | < 0.1% |
| 119 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 200 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 14 | |
| 9792792 | 1 | < 0.1% |
| 9375662 | 1 | < 0.1% |
| 8700253 | 1 | < 0.1% |
| 8592561 | 1 | < 0.1% |
total_acc
Real number (ℝ)
| Distinct | 152 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.16255227 |
| Minimum | 1 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 176 |
| Range | 175 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.98752832 |
|---|---|
| Coefficient of variation (CV) | 0.4961201194 |
| Kurtosis | 1.848815197 |
| Mean | 24.16255227 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.007455501 |
| Sum | 54622808 |
| Variance | 143.7008352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 82570 | 3.7% |
| 19 | 82012 | 3.6% |
| 18 | 81931 | 3.6% |
| 17 | 81378 | 3.6% |
| 21 | 81170 | 3.6% |
| 16 | 79655 | 3.5% |
| 22 | 79438 | 3.5% |
| 23 | 77691 | 3.4% |
| 15 | 77146 | 3.4% |
| 24 | 75330 | 3.3% |
| Other values (142) | 1462318 |
| Value | Count | Frequency (%) |
| 1 | 21 | < 0.1% |
| 2 | 1333 | 0.1% |
| 3 | 4244 | 0.2% |
| 4 | 10456 | |
| 5 | 16398 |
| Value | Count | Frequency (%) |
| 176 | 1 | |
| 173 | 1 | |
| 169 | 1 | |
| 165 | 1 | |
| 162 | 1 |
total_bal_ex_mort
Real number (ℝ)
| Distinct | 212777 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 50030 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51022.93846 |
| Minimum | 0 |
|---|---|
| Maximum | 3408095 |
| Zeros | 1584 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6556.85 |
| Q1 | 20892 |
| median | 37864 |
| Q3 | 64350 |
| 95-th percentile | 138768.15 |
| Maximum | 3408095 |
| Range | 3408095 |
| Interquartile range (IQR) | 43458 |
Descriptive statistics
| Standard deviation | 49911.23567 |
|---|---|
| Coefficient of variation (CV) | 0.9782117058 |
| Kurtosis | 65.58390119 |
| Mean | 51022.93846 |
| Median Absolute Deviation (MAD) | 19944 |
| Skewness | 4.236560408 |
| Sum | 1.127932466 × 1011 |
| Variance | 2491131446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1584 | 0.1% |
| 23068 | 59 | < 0.1% |
| 24214 | 57 | < 0.1% |
| 20275 | 57 | < 0.1% |
| 20346 | 56 | < 0.1% |
| 19095 | 56 | < 0.1% |
| 25529 | 55 | < 0.1% |
| 22831 | 55 | < 0.1% |
| 20317 | 55 | < 0.1% |
| 19217 | 54 | < 0.1% |
| Other values (212767) | 2208550 | |
| (Missing) | 50030 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 1584 | |
| 1 | 23 | < 0.1% |
| 2 | 23 | < 0.1% |
| 3 | 27 | < 0.1% |
| 4 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 3408095 | 1 | |
| 2921551 | 1 | |
| 2698600 | 1 | |
| 2688920 | 1 | |
| 2652799 | 1 |
total_bal_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 162249 |
|---|---|
| Distinct (%) | 11.6% |
| Missing | 866129 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35506.64527 |
| Minimum | 0 |
|---|---|
| Maximum | 1837038 |
| Zeros | 158666 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8695 |
| median | 23127 |
| Q3 | 46095 |
| 95-th percentile | 113501.1 |
| Maximum | 1837038 |
| Range | 1837038 |
| Interquartile range (IQR) | 37400 |
Descriptive statistics
| Standard deviation | 44097.45592 |
|---|---|
| Coefficient of variation (CV) | 1.241949376 |
| Kurtosis | 32.73888123 |
| Mean | 35506.64527 |
| Median Absolute Deviation (MAD) | 17047 |
| Skewness | 3.821058228 |
| Sum | 4.951540158 × 1010 |
| Variance | 1944585619 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 158666 | 7.0% |
| 10000 | 103 | < 0.1% |
| 15000 | 95 | < 0.1% |
| 5000 | 86 | < 0.1% |
| 5500 | 77 | < 0.1% |
| 9500 | 66 | < 0.1% |
| 2000 | 65 | < 0.1% |
| 6000 | 64 | < 0.1% |
| 20000 | 64 | < 0.1% |
| 7000 | 64 | < 0.1% |
| Other values (162239) | 1235189 | |
| (Missing) | 866129 |
| Value | Count | Frequency (%) |
| 0 | 158666 | |
| 1 | 58 | < 0.1% |
| 2 | 12 | < 0.1% |
| 3 | 12 | < 0.1% |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1837038 | 1 | |
| 1754743 | 1 | |
| 1711009 | 1 | |
| 1547285 | 1 | |
| 1466398 | 1 |
total_bc_limit
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 20309 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 50030 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23193.76817 |
| Minimum | 0 |
|---|---|
| Maximum | 1569000 |
| Zeros | 25349 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2300 |
| Q1 | 8300 |
| median | 16300 |
| Q3 | 30300 |
| 95-th percentile | 67300 |
| Maximum | 1569000 |
| Range | 1569000 |
| Interquartile range (IQR) | 22000 |
Descriptive statistics
| Standard deviation | 23006.55824 |
|---|---|
| Coefficient of variation (CV) | 0.9919284381 |
| Kurtosis | 29.91804426 |
| Mean | 23193.76817 |
| Median Absolute Deviation (MAD) | 9600 |
| Skewness | 2.990081245 |
| Sum | 5.127302529 × 1010 |
| Variance | 529301722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25349 | 1.1% |
| 5000 | 16941 | 0.7% |
| 6000 | 15110 | 0.7% |
| 10000 | 14744 | 0.7% |
| 7000 | 14383 | 0.6% |
| 8000 | 14055 | 0.6% |
| 4000 | 13985 | 0.6% |
| 3000 | 13939 | 0.6% |
| 7500 | 13427 | 0.6% |
| 9000 | 13175 | 0.6% |
| Other values (20299) | 2055530 | |
| (Missing) | 50030 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 25349 | |
| 100 | 17 | < 0.1% |
| 200 | 260 | < 0.1% |
| 250 | 4 | < 0.1% |
| 251 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1569000 | 1 | |
| 1105500 | 1 | |
| 1090700 | 1 | |
| 834300 | 1 | |
| 760000 | 1 |
total_cu_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866130 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.477304312 |
| Minimum | 0 |
|---|---|
| Maximum | 111 |
| Zeros | 753128 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 111 |
| Range | 111 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.672991191 |
|---|---|
| Coefficient of variation (CV) | 1.809370737 |
| Kurtosis | 24.10976388 |
| Mean | 1.477304312 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.575038998 |
| Sum | 2060157 |
| Variance | 7.144881908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 753128 | |
| 1 | 235619 | 10.4% |
| 2 | 129673 | 5.7% |
| 3 | 82042 | 3.6% |
| 4 | 55090 | 2.4% |
| 5 | 38010 | 1.7% |
| 6 | 27101 | 1.2% |
| 7 | 19362 | 0.9% |
| 8 | 13953 | 0.6% |
| 9 | 10143 | 0.4% |
| Other values (52) | 30417 | 1.3% |
| (Missing) | 866130 |
| Value | Count | Frequency (%) |
| 0 | 753128 | |
| 1 | 235619 | 10.4% |
| 2 | 129673 | 5.7% |
| 3 | 82042 | 3.6% |
| 4 | 55090 | 2.4% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 68 | 3 |
total_il_high_credit_limit
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 194137 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43732.01348 |
| Minimum | 0 |
|---|---|
| Maximum | 2118996 |
| Zeros | 263497 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32696 |
| Q3 | 58804.25 |
| 95-th percentile | 125348.45 |
| Maximum | 2118996 |
| Range | 2118996 |
| Interquartile range (IQR) | 43804.25 |
Descriptive statistics
| Standard deviation | 45072.98219 |
|---|---|
| Coefficient of variation (CV) | 1.03066332 |
| Kurtosis | 28.28428368 |
| Mean | 43732.01348 |
| Median Absolute Deviation (MAD) | 20696 |
| Skewness | 3.101032113 |
| Sum | 9.579025246 × 1010 |
| Variance | 2031573724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 263497 | 11.7% |
| 10000 | 13338 | 0.6% |
| 15000 | 10273 | 0.5% |
| 20000 | 8412 | 0.4% |
| 5000 | 8160 | 0.4% |
| 12000 | 6496 | 0.3% |
| 25000 | 6200 | 0.3% |
| 6000 | 5494 | 0.2% |
| 8000 | 5136 | 0.2% |
| 7000 | 3481 | 0.2% |
| Other values (194127) | 1859905 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 263497 | |
| 36 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2118996 | 1 | |
| 2101913 | 1 | |
| 2000000 | 1 | |
| 1840000 | 1 | |
| 1736064 | 1 |
total_pymnt
Real number (ℝ)
| Distinct | 1608439 |
|---|---|
| Distinct (%) | 71.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11824.0305 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.87787 |
| Zeros | 1008 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1154.4835 |
| Q1 | 4272.58 |
| median | 9060.869904 |
| Q3 | 16707.9727 |
| 95-th percentile | 32490.72685 |
| Maximum | 63296.87787 |
| Range | 63296.87787 |
| Interquartile range (IQR) | 12435.3927 |
Descriptive statistics
| Standard deviation | 9889.599027 |
|---|---|
| Coefficient of variation (CV) | 0.8363983016 |
| Kurtosis | 1.377826568 |
| Mean | 11824.0305 |
| Median Absolute Deviation (MAD) | 5618.329904 |
| Skewness | 1.27502792 |
| Sum | 2.673020738 × 1010 |
| Variance | 97804168.92 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1008 | < 0.1% |
| 1215.49 | 195 | < 0.1% |
| 1257.3 | 176 | < 0.1% |
| 11258.43637 | 167 | < 0.1% |
| 1246.16 | 158 | < 0.1% |
| 10838.35484 | 154 | < 0.1% |
| 1234.95 | 153 | < 0.1% |
| 1824.93 | 149 | < 0.1% |
| 13510.12859 | 148 | < 0.1% |
| 4861.94 | 146 | < 0.1% |
| Other values (1608429) | 2258214 |
| Value | Count | Frequency (%) |
| 0 | 1008 | |
| 0.75 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 16.58 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.87787 | 1 | |
| 62948.99096 | 1 | |
| 62884.79738 | 1 | |
| 62862.50673 | 1 | |
| 62837.63969 | 1 |
total_pymnt_inv
Real number (ℝ)
| Distinct | 1299089 |
|---|---|
| Distinct (%) | 57.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11805.94352 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.88 |
| Zeros | 1286 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1145.86 |
| Q1 | 4257.73 |
| median | 9043.08 |
| Q3 | 16682.5725 |
| 95-th percentile | 32469.93 |
| Maximum | 63296.88 |
| Range | 63296.88 |
| Interquartile range (IQR) | 12424.8425 |
Descriptive statistics
| Standard deviation | 9884.834668 |
|---|---|
| Coefficient of variation (CV) | 0.8372761275 |
| Kurtosis | 1.379693626 |
| Mean | 11805.94352 |
| Median Absolute Deviation (MAD) | 5612.04 |
| Skewness | 1.275889736 |
| Sum | 2.668931871 × 1010 |
| Variance | 97709956.42 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1286 | 0.1% |
| 11431.12 | 266 | < 0.1% |
| 11784.23 | 265 | < 0.1% |
| 11258.44 | 234 | < 0.1% |
| 11471.31 | 218 | < 0.1% |
| 10956.78 | 214 | < 0.1% |
| 12128.02 | 211 | < 0.1% |
| 11955.4 | 205 | < 0.1% |
| 13510.13 | 194 | < 0.1% |
| 1215.49 | 192 | < 0.1% |
| Other values (1299079) | 2257383 |
| Value | Count | Frequency (%) |
| 0 | 1286 | |
| 0.51 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.88 | 1 | |
| 62904.03 | 1 | |
| 62862.51 | 1 | |
| 62839.88 | 1 | |
| 62837.64 | 1 |
total_rec_int
Real number (ℝ)
| Distinct | 629835 |
|---|---|
| Distinct (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2386.351954 |
| Minimum | 0 |
|---|---|
| Maximum | 28192.5 |
| Zeros | 2657 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 183.51 |
| Q1 | 693.61 |
| median | 1485.28 |
| Q3 | 3052.22 |
| 95-th percentile | 7740.91 |
| Maximum | 28192.5 |
| Range | 28192.5 |
| Interquartile range (IQR) | 2358.61 |
Descriptive statistics
| Standard deviation | 2663.086087 |
|---|---|
| Coefficient of variation (CV) | 1.115965347 |
| Kurtosis | 9.257457118 |
| Mean | 2386.351954 |
| Median Absolute Deviation (MAD) | 969.99 |
| Skewness | 2.565760023 |
| Sum | 5394749498 |
| Variance | 7092027.505 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2657 | 0.1% |
| 1431.12 | 316 | < 0.1% |
| 1784.23 | 310 | < 0.1% |
| 1955.4 | 246 | < 0.1% |
| 956.78 | 245 | < 0.1% |
| 1258.44 | 244 | < 0.1% |
| 1471.31 | 239 | < 0.1% |
| 1977.77 | 229 | < 0.1% |
| 2128.02 | 228 | < 0.1% |
| 2862.28 | 224 | < 0.1% |
| Other values (629825) | 2255730 |
| Value | Count | Frequency (%) |
| 0 | 2657 | |
| 0.01 | 28 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28192.5 | 1 | |
| 27948.99 | 1 | |
| 27884.8 | 1 | |
| 27862.51 | 1 | |
| 27837.64 | 1 |
total_rec_late_fee
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 17991 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.462468888 |
| Minimum | -9.5 × 10-9 |
|---|---|
| Maximum | 1427.25 |
| Zeros | 2176107 |
| Zeros (%) | 96.3% |
| Negative | 8 |
| Negative (%) | < 0.1% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | -9.5 × 10-9 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1427.25 |
| Range | 1427.25 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.50209505 |
|---|---|
| Coefficient of variation (CV) | 7.864847685 |
| Kurtosis | 953.9855236 |
| Mean | 1.462468888 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.84586707 |
| Sum | 3306156.615 |
| Variance | 132.2981904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2176107 | |
| 15 | 17687 | 0.8% |
| 30 | 3656 | 0.2% |
| 45 | 1223 | 0.1% |
| 60 | 508 | < 0.1% |
| 75 | 250 | < 0.1% |
| 16.61 | 129 | < 0.1% |
| 90 | 126 | < 0.1% |
| 16.37 | 115 | < 0.1% |
| 15.94 | 111 | < 0.1% |
| Other values (17981) | 60756 | 2.7% |
| Value | Count | Frequency (%) |
| -9.5 × 10-9 | 1 | |
| -5.1 × 10-9 | 1 | |
| -3.9 × 10-9 | 1 | |
| -2 × 10-9 | 1 | |
| -1.8 × 10-9 | 1 |
| Value | Count | Frequency (%) |
| 1427.25 | 1 | |
| 1188.83 | 1 | |
| 1098.360001 | 1 | |
| 955.92 | 1 | |
| 936.6 | 1 |
total_rec_prncp
Real number (ℝ)
| Distinct | 487427 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9300.142079 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 2575 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 699.24 |
| Q1 | 2846.18 |
| median | 6823.385 |
| Q3 | 13397.5 |
| 95-th percentile | 27000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 10551.32 |
Descriptive statistics
| Standard deviation | 8304.885568 |
|---|---|
| Coefficient of variation (CV) | 0.8929848057 |
| Kurtosis | 1.156052338 |
| Mean | 9300.142079 |
| Median Absolute Deviation (MAD) | 4676.615 |
| Skewness | 1.268459094 |
| Sum | 2.102453359 × 1010 |
| Variance | 68971124.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 78590 | 3.5% |
| 12000 | 57687 | 2.6% |
| 15000 | 54801 | 2.4% |
| 20000 | 53752 | 2.4% |
| 5000 | 39524 | 1.7% |
| 8000 | 38557 | 1.7% |
| 35000 | 37475 | 1.7% |
| 6000 | 37150 | 1.6% |
| 16000 | 27869 | 1.2% |
| 25000 | 26032 | 1.2% |
| Other values (487417) | 1809231 |
| Value | Count | Frequency (%) |
| 0 | 2575 | |
| 0.01 | 1 | < 0.1% |
| 2.13 | 1 | < 0.1% |
| 5.03 | 1 | < 0.1% |
| 5.62 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 4941 | |
| 39999.93 | 1 | < 0.1% |
| 39989.79 | 1 | < 0.1% |
| 39975 | 4 | < 0.1% |
| 39950.61 | 1 | < 0.1% |
total_rev_hi_lim
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 34220 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 70276 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34573.94277 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 1366 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14700 |
| median | 25400 |
| Q3 | 43200 |
| 95-th percentile | 91100 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 28500 |
Descriptive statistics
| Standard deviation | 36728.49545 |
|---|---|
| Coefficient of variation (CV) | 1.06231724 |
| Kurtosis | 7520.926598 |
| Mean | 34573.94277 |
| Median Absolute Deviation (MAD) | 12800 |
| Skewness | 32.55742738 |
| Sum | 7.573048765 × 1010 |
| Variance | 1348982378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 7086 | 0.3% |
| 15000 | 6840 | 0.3% |
| 13000 | 6720 | 0.3% |
| 12000 | 6657 | 0.3% |
| 14000 | 6640 | 0.3% |
| 11000 | 6624 | 0.3% |
| 11500 | 6591 | 0.3% |
| 16000 | 6535 | 0.3% |
| 17000 | 6526 | 0.3% |
| 12500 | 6496 | 0.3% |
| Other values (34210) | 2123677 | |
| (Missing) | 70276 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1366 | |
| 100 | 28 | < 0.1% |
| 200 | 71 | < 0.1% |
| 300 | 354 | < 0.1% |
| 400 | 113 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 3 | |
| 2175000 | 1 | < 0.1% |
| 2087500 | 1 | < 0.1% |
| 2059200 | 1 | < 0.1% |
| 2013133 | 1 | < 0.1% |
url
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 2260668 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 17.2 MiB |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Source Verified |
| 4th row | Source Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 886231 | |
| Not Verified | 744806 | |
| Verified | 629631 |
Common Values (Plot)
verification_status_joint
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Not Verified | 57403 |
|---|---|
| Source Verified | 34827 |
| Verified | 23500 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2144938 | ||
| Not Verified | 57403 | 2.5% |
| Source Verified | 34827 | 1.5% |
| Verified | 23500 | 1.0% |
Common Values (Plot)
zip_code
Categorical
| Distinct | 957 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| 112xx | 23908 |
|---|---|
| 945xx | 23782 |
| 750xx | 23649 |
| 606xx | 21192 |
| 300xx | 20497 |
| Other values (952) |
Unique
| Unique | 35 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 109xx |
|---|---|
| 2nd row | 713xx |
| 3rd row | 490xx |
| 4th row | 985xx |
| 5th row | 212xx |
Common Values
| Value | Count | Frequency (%) |
| 112xx | 23908 | 1.1% |
| 945xx | 23782 | 1.1% |
| 750xx | 23649 | 1.0% |
| 606xx | 21192 | 0.9% |
| 300xx | 20497 | 0.9% |
| 331xx | 19051 | 0.8% |
| 070xx | 18316 | 0.8% |
| 770xx | 17719 | 0.8% |
| 891xx | 17162 | 0.8% |
| 100xx | 17103 | 0.8% |
| Other values (947) | 2058289 |